{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sn\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# params\n",
    "params = {\n",
    "    'legend.fontsize': 'x-large',\n",
    "    'figure.figsize':(30,10),\n",
    "    'axes.labelsize': 'x-large',\n",
    "    'axes.titlesize': 'x-large',\n",
    "    'xtick.labelsize': 'x-large',\n",
    "    'ytick.labelsize': 'x-large'\n",
    "}\n",
    "sn.set_style('whitegrid')\n",
    "sn.set_context('talk')\n",
    "\n",
    "plt.rcParams.update(params)\n",
    "pd.options.display.max_colwidth = 600\n",
    "from IPython.display import display, HTML\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      "instant       731 non-null int64\n",
      "dteday        731 non-null object\n",
      "season        731 non-null int64\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null int64\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "casual        731 non-null int64\n",
      "registered    731 non-null int64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# read data\n",
    "train = pd.read_csv('bike/day.csv')\n",
    "# print(train.head)\n",
    "train.info()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          instant      season          yr        mnth     holiday     weekday  \\\n",
      "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
      "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
      "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
      "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
      "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
      "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
      "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
      "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
      "\n",
      "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
      "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
      "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
      "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
      "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
      "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
      "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
      "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
      "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
      "\n",
      "            casual   registered          cnt  \n",
      "count   731.000000   731.000000   731.000000  \n",
      "mean    848.176471  3656.172367  4504.348837  \n",
      "std     686.622488  1560.256377  1937.211452  \n",
      "min       2.000000    20.000000    22.000000  \n",
      "25%     315.500000  2497.000000  3152.000000  \n",
      "50%     713.000000  3662.000000  4548.000000  \n",
      "75%    1096.000000  4776.500000  5956.000000  \n",
      "max    3410.000000  6946.000000  8714.000000  \n"
     ]
    }
   ],
   "source": [
    "# 数值型特征\n",
    "print(train.describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "season属性的不同取值和出现次数\n",
      "3    188\n",
      "2    184\n",
      "1    181\n",
      "4    178\n",
      "Name: season, dtype: int64\n",
      "\n",
      "mnth属性的不同取值和出现次数\n",
      "12    62\n",
      "10    62\n",
      "8     62\n",
      "7     62\n",
      "5     62\n",
      "3     62\n",
      "1     62\n",
      "11    60\n",
      "9     60\n",
      "6     60\n",
      "4     60\n",
      "2     57\n",
      "Name: mnth, dtype: int64\n",
      "\n",
      "weathersit属性的不同取值和出现次数\n",
      "1    463\n",
      "2    247\n",
      "3     21\n",
      "Name: weathersit, dtype: int64\n",
      "\n",
      "weekday属性的不同取值和出现次数\n",
      "6    105\n",
      "1    105\n",
      "0    105\n",
      "5    104\n",
      "4    104\n",
      "3    104\n",
      "2    104\n",
      "Name: weekday, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# 类别型特征\n",
    "categorical_features = ['season', 'mnth', 'weathersit', 'weekday']\n",
    "for col in categorical_features:\n",
    "    print ('\\n%s属性的不同取值和出现次数'% col)\n",
    "    print(train[col].value_counts())\n",
    "    train[col] = train[col].astype('object')\n",
    "# print(train.head)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x00000273E84051D0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000273E6D5AB00>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x00000273E73BF4A8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000273E8492E48>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数值型特征\n",
    "numerical_features =['temp', 'atemp', 'hum', 'windspeed']\n",
    "train[numerical_features].hist()\n",
    "# print (a)\n",
    "# plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x273e89fca58>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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eeknp6enKz8/XpEmTlJubK6fTafaPAHR5hIQAAAAAAAA4q9LSUq1cuVKffvqpSktLm91zWA1dmezX2J5+jUnxKT2WbkEAQEsWi5QRF1JGnEc39/eoKSDtrHZo2xehYZXXpvLyci1YsEALFixQXFycpkyZoqlTp2r8+PEEhsBlQkgIAAAAAACAZkpLS7Vq1SqtWrWqRTCYGh1U9hdnCw5P9ivKZk6NAIDOK8Yu5fbyK7dXuMvwSINN20465Drp1B63XQ0NDVq6dKmWLl1KYAhcRoSEAAAAAAAA0KFDh7Ry5cqzBoN5aT7lp3k1MCEojowCALQVi0XqFx9Uv/igbh3gUY3PosIKpzZWRGn3WQLDadOmafz48XI4HGaXD3RqhIQAAAAAAADd1KFDh7Rq1SqtXLmyRTDYMyqoCek+TUjzaVBCgGAQANAuejgNXZfp1XWZXgJD4DIjJAQAAAAAAOhGjh8/rk8++UQrV67UwYMHm93rGRXUhDSfJqQTDAIAzHd6YOj2WlR4wqlNZwgM4+PjddVVV+m6667T+PHjZbVazS4d6BQICQEAAAAAALq4YDCogoICffjhh9q4caMMw4jciwSDaT4NSiQYBAB0TElRhq7P9Or60wLDjRVRKnHbVV9fHwkMMzIydPvtt+uWW25RUlKS2WUDHRohIQAAAAAAQBd18uRJLVmyRIsWLVJ5eXnkerIzpInpXoJBAECndKbAsKA8SiU1Dh0/flx//vOf9d///d+aOnWqZsyYodGjR8vCP3ZAC4SEAAAAAAAAXYhhGHK5XFqwYIFWr16tYDAYuTcqxadr+3qV09MnGzuxAQC6gNMDw2MNVq04Gq3PPo9So9+v5cuXa/ny5Ro0aJBmzJihG264QXFxcWaXDHQYhIQAAAAAAABdQF1dnZYtW6YFCxbo0KFDketx9pCu6ePVtX08So8NmVghAACXV5+4kO4b2qi7rmjUhvIorTgarYN1dh04cEC//e1v9ac//UnXX3+9vv71r2vw4MFmlwuYjpAQAAAAAACgEztw4ID+53/+RytWrJDH44lcH5zo13V9PcpL88lpM7FAAADaWZRNmtrHq6l9vDpQa9OKo9HaUB6lpqYmLVy4UAsXLtTIkSM1c+ZMTZ8+XXY7UQm6J/6fDwAAAAAA0AmVl5fr1Vdf1bJly2QYhiQpymZocrpX1/X1qH9C8DzvAABA1zcoMahBiQ369uBGffZ5lFYcjdLxRruKi4tVXFyst956Sw888IAmT57MuYXodggJAQAAAAAAOpHa2lq9+eabev/99+X3+yVJGbFB3ZDZpKt6+xRjN0yuEACAjifOYeimfh7dmOnRbrddy49Eq/CEU6WlpXrsscc0evRoPfjggxo5cqTZpQLthpAQAAAAAACgE/B6vfr73/+ut956Sw0NDZKkZGdI/zSoUVN6e2WzmlwgAACdgMUiXZkc0JXJ9TpcZ9N7+2O1rcqp7du3a86cObr66qv1wAMPqH///maXClx2hIQAAAAAAAAdWDAY1LJly/Tqq6/qxIkTkqQYW0i3DWjSjf08iuK8QQAALkn/hKB+lF2nnVV2vbM/TqV1dq1Zs0Zr167Vrbfequ9+97vq2bOn2WUClw0hIQAAAAAAQAdVUFCgF198UaWlpZIku8XQdZkezRjQpAQn24oCANAWRqQE9ERyjTZWOPU/+2NV4ZEWLlyoTz75RHfddZfuvfdeRUdHm10m0OYICQEAAAAAADqYQCCgl19+We+++64kySJDk9J9+sagRvWKCZlcHQAAXY/VIk1M92l8L59WHI3Wh6UxqvN49MYbb2jdunV6+umn1adPH7PLBNoUu9UDAAAAAAB0IG63Wz/+8Y8jAeGwHn49lVejB0fWExACAHCZ2a3Sjf08+tUkt2ZkNcpqMbR//359//vfV0FBgdnlAW2KkBAAAAAAAKCDKCkp0fe//30VFRVJkr7Wv0mP5tRqQELQ5MoAAOheYuyG7hzUpEeza5XoCKmurk6PPvqo3nzzTRkGW36jayAkBAAAAAAA6AA+/vhjPfzwwyovL5fTauh/j6zTtwc3ysbTGwAATDM8OaCn8mo0KNEvwzD0yiuv6PHHH1dDQ4PZpQGtxq+ZAAAAAAAAJgoEAvrtb3+rZ599Vn6/X2kxQT0xvkYT031mlwYAACSlRIf02LhaTc3wSJLWrFmjhx56SIcPHza5MqB1CAkBAAAAAABM9Oc//1kffPCBJGlsT5+eHF+jzHi2FwUAoCNxWKX/dWWDvjesXnaLocOHD+tHP/qR6urqzC4NuGSEhAAAAAAAACYpKCjQe++9J0m6MbNJj4ypU5yDc44AAOiopvf16v8fVyun1VBFRYV++ctfckYhOi1CQgAAAAAAABOcPHlSzz77rCRpSA+/vj24UVaLyUUBAIDzGtwjoP9vaPhMwtWrV2vx4sUmVwRcGkJCAAAAAACAdhYKhfTss8+qurpasfaQHhpRLxtPaQAA6DSuyfAqP80rSfr973+v0tJScwsCLgG/fgIAAAAAALSz9957T5s2bZIkzRreoNSYkMkVAQCAi2GxSN8d1qDU6KC8Xq+eeuopeb1es8sCLgohIQAAAAAAQDuqq6vTvHnzJElTMzyakOYzuSIAl8Pxhi8fvb67P1Zl9TYTqwFwOcQ5DD00sl5Wi6EDBw5o0aJFZpcEXBRCQgAAAAAAgHbkcrnk9/tlsxi6Z0ij2eUAuAzK6m16YWdC5M8bK6L0i6JEgkKgCxrSI6BJ6eEOwo0bN5pcDXBxCAkBAAAAAADa0ebNmyWFHyrG2A2TqwFwOSwri1ZjoPmj14aAVcvKok2qCMDlNDrFL0naunWr/H6/ydUAF46QEAAAAAAAoB2dCglHJvMQEeiq9tQ4Luo6gM5t5BchocfjUXFxscnVABeOkBAAAAAAAKCdlJeXq6ysTNKXDxQBdD3+0MVdB9C59XAa6hcXkPTll4GAzoCQEAAAAAAAoJ3s2LFDkhRtMzQwIWByNQAAoK2M+OLLP9u3bze5EuDCERICAAAAAAC0E6fT+cUrQzaeygAA0GWc+mf9y3/rgY7PbnYBAACga9q2bZv+8Y9/KBQKqW/fvrr77rtltfIkDAAAdG89e/aUJHmCVjUFpBiezAAA0CVU+8LPPFJTU02uBLhw/CoKAAAui1/84hf6/PPPI38ePHiwxo8fb2JFAAAA5jsVEkqS22dVjJ0DygAA6Arc3nBIePq/9UBHx9f5AQBAm2tqamoWEEpSaWmpOcUAAAB0ICkpKZHXpx4mAgCAzq/aSychOh9+GwUAAG3u+PHjkdfB2PA36I4dO2ZWOQAAAB2Gw+FQUlKSJOnzRpvJ1QAAgLbgC0pVdBKiEyIkBAAAbe7o0aOSJMNqVzA+XZJ05MgRM0sCAADoMHJyciRJG8qjTK4EAAC0haJKp/whi2w2m0aNGmV2OcAFIyQEAABtbv/+/ZKkUHQPhWLC35Q/cOCAmSUBAAB0GDfffLMkaZfboRNNPJoBAKCzW3M8/MWfyZMnR3YMADoDfhMFAABtbu/evZLCW42e2m60srJS1dXVZpYFAADQIeTm5kbOJlz7Od2EAAB0ZlVeq3ZUOSRJN910k8nVABeHkBAAALS5ffv2SZJCcT0Vik2WIYukL8NDAACA7sxut+vGG2+UFO48CBkmFwQAAC7Z2uNOGbIoKSlJEydONLsc4KIQEgIAgDZVUVGh8vJySeFOQlntkS1Hi4uLzSwNAACgwzjVaXDCY5Or0mFyNQAA4FL4gtLKY9GSpOuvv152u93kioCLQ0gIAADalMvlkiQZVodCcamSpGBChiSpqKjItLoAAAA6koEDByovL0+S9M7+OAVCJhcEAAAu2rIj0ar02GS32zVz5kyzywEuGiEhAABoU6eCwGBCb8kS/lUjmBgOCXft2qWmpibTagMAAOhIHnroIVmtVn3eaNOKo9FmlwMAAC5Crc+iBaUxkqQ77rhDmZmZJlcEXDxCQgAA0GZCoZA2bdokSQok9o5cDyT0liGLAoGAtmzZYlZ5AAAAHcqgQYN06623SpLePxijBr/F5IoAAMCFmn8wVp6gVYmJifrOd75jdjnAJSEkBAAAbWb79u06efKkJCmQNODLG/aocGehpJUrV5pRGgAAQIf0ve99T7GxsWoIWPXBF90IAACgYztSb9PKo1GSpO9+97tKSEgwuSLg0hASAgCANnMqAAzG9pQRndjsXiBloCTps88+k9frbffaAAAAOqKUlBTde++9kqTlR6JVWmczuSIAAHAuIUN6rSROhizq16+fZsyYYXZJ+H/s3Xl4VPXd///nmSWTWbJCyAIk7CSAgkSst1ZbUat28ad3Xaqttwpqb62t+0bVoj9EXLC3VVFx4da7dflSb6hav1oFtVVEKWEPiwSyQCALCdlmJpmZc75/TDKQsikEJsvrcV1zZTxzPnPe014kZ87rvD8fOWwKCUVERKRLhEIhPv300+jz9GH7vB5OG4KFQSAQYMmSJce6PBEREZFu66KLLmLw4MFELIO5xT5CZrwrEhERkQP5oCKRTQ1OAH7961/jcDjiXJHI4VNIKCIiIl3i448/pr6+Prr2YHvX4N4sZyKR1Ogi3gsWLDjW5YmIiIh0Wy6Xi2nTpmGz2djW4mDBVk+8SxIREZH92N5i589bon+nf/KTn3DSSSfFuSKRI6OQUERERI6YZVnMnz8faO8YdPn2u19b5lgAVq9ezcaNG49ZfSIiIiLdXUFBAZdffjkAfy1L5OsGdSWIiIh0J2GT9o5/g+zsbK6//vp4lyRyxBQSioiIyBFbuXIlX3/9NQBtWWMPuF8kKZuIOw0gFiqKiIiISNSVV17J8OHDsYhOO9oaiXdFIiIi0uHdMjdbmxwYhsHdd9+Nx6POf+n5FBKKiIjIEbEsixdffBGAiHcApm/AgXc2DNqyxgGwaNEiNm/efCxKFBEREekRnE4n06ZNw+FwUBWw86evvfEuSURERICvGxz8pdQNwMUXX8z48ePjXJFI11BIKCIiIkfkk08+Yd26dQC0Dio85P7hfsOJJKZiWRZz5szBsqyjXaKIiIhIjzF8+HCuueYaAD6pTOSLnQlxrkhERKRvaw4ZzFnrI2IZDB06lKlTp8a7JJEuo5BQREREDltraytz584FIJSaSyQ5+9CDDButgycBUFRUxNKlS49miSIiIiI9ziWXXMJ3vvMdAOZt9LHTr8s3IiIi8WBZ8MJ6H7ta7SQmJjJ9+nRcLle8yxLpMjrLFBERkcP26quvsmPHDizDiAV/30QkZRDh5BwAnnzySVpaWo5WiSIiIiI9js1m45577qF///4EIwZPr02iTesTioiIHHMfVCSyojba1X/zzTeTl5cX54pEupZCQhERETksq1at4rXXXgOgLes4rMSUbz7YMGjNPRnLsLNz507+8Ic/HKUqRURERHqm1NRU7rvvPmw2G+XNDl7frPUJRUREjqWSRgdvlngAOOecczj33HPjXJFI11NIKCIiIt9aU1MTM2fOxLIsIp5+tOWc8K3fw3SnxroPP/jgAz755JMurlJERESkZxs/fjxXX301AIu2a31CERGRY6UpZPBM+zqEubm53HzzzfEuSeSoUEgoIiIi30okEuHRRx+lqqoKy2YnOOx7YLMf1nuFBhQQThkIwOOPP055eXlXlioiIiLS411++eVMmhS9seqlDT62NR/eeZeIiIh8M6YFz63zURvcsw6h2+2Od1kiR4VCQhEREflWnn32Wf7xj38A0Dr4O5ju1MN/M8MgOPQ0TEcizc3N3HXXXdTV1XVRpSIiIiI9n91u59577yUzM5M20+APa5MIhI14lyUiItJrLdzqZk1dtHv/9ttvZ9iwYXGuSOToUUgoIiIi39j8+fP585//DEBb5lhCA/KP+D0tp4fAyLOxbHZ27NjBtGnTCAQCR/y+IiIiIr1FSkoKDzzwAE6nk51+Oy+s92JZ8a5KRESk91lV62RhaXQdwgsvvJCzzjorzhWJHF0KCUVEROQbWbRoEXPmzAEglJYXW0+wK5i+DALDz8DCYMOGDTzwwAO0tbV12fuLiIiI9HT5+fn85je/AeCfNS7eK0+Mc0UiIiK9S03AxnPFPgDGjh3LDTfcEOeKRI4+hYQiIiJySO+++y4zZszAsiwi3gHRdQiNrj2NiKTm0pp3MgBLly7l7rvvxu/3d+kxRERERHqyH//4x5x77rkA/J8SD8V1jjhXJCIi0ju0RuDJNUm0hG2kpaUxffp0nE5nvMsSOeoUEoqIiMhBvfbaazz++OPtAWEG/lFng+3oXJAKDSggOCjaoVhUVMRtt91GQ0PDUTmWiIiISE9jGAa33HILI0eOxMLg6XVJ1AZ0aUdERORIWBa8vMFHebMDm83G/fffT0ZGRrzLEjkmdCYpIiIi+2WaJs899xxz584FIJycg3/0ueBwHdXjhrKPIzjku1gYrF+/nt/85jdUV1cf1WOKiIiI9BQul4sHH3yQ5ORkmkM2/rA2ibZIvKsSERHpuT7YlsgXVdFrHddffz0nnHBCnCsSOXYUEoqIiMg+du/ezd13380bb7wBQChtCIGRZ4P92Ey1EcoYRXD4GViGjbKyMq699lqWLVt2TI4tIiIi0t1lZ2fzu9/9DpvNRmmTg3kbvVhWvKsSERHpeYrrHbyx2QPAWWedxUUXXRTnikSOrV4bEm7evJl77rmHyZMnM27cOE466SSmTJnCRx99dNBx1dXVTJ8+PTbu1FNP5Ve/+hXLly8/5DHfe+89fv7znzNx4kQmTJjAj3/8Y+bMmUMwGDxqxxQREelqa9eu5dprr+Wrr74CoG1AAcHh3web/ZjWEU4fQmDUD7DsCTQ0NHDnnXcyb948IhHdKi8iIiJSWFjIL3/5SwA+35nIh9sS41yRiIhIz1IbtPHM2iRMy2DEiBHcfvvtGIYR77JEjin79OnTp8e7iK72v//7v/zyl79k3bp1NDU14Xa7aWpqoqKigvfee4/GxkZOP/30fcZVVFRw8cUX89VXX9HU1ITX66WxsZGSkhIWLFhAeno6xx133H6P+cgjYwgGdwAAIABJREFUjzBr1iwqKysBsNvtVFVV8eWXX7J48WJ++MMfkpi47wn7kRzzUHbu3AlAVlbWYY0XEZG+xbIs5s+fz4wZM2hubsayOQgOPY1Q9vEQp5Nky5VEKH0Y9uYqjDY/q1atYu3atUyaNAm32x2XmkRERES6i7Fjx1JRUcHWrVtZW+9kVEqIDLcZ77JEBPigIhF/eN/+DI/D4pzBB28oEJGjrzUCj61MpjpoJzk5mSeeeIK0tLR4lyXS5Q6VE/W6TsJly5bx29/+llAoxIUXXshnn31GUVERn3/+ORdffDEAr7766j4dheFwmOuuu47a2lrGjx/P+++/zz//+U+WLFnCpZdeimmazJgxg1WrVu1zzLfffpuXX34Zu93OfffdR1FREStWrOCll14iIyODTZs2cffdd+8z7kiOKSIi0pW2bdvG7bffzpw5c4hEIkTcqfjHnE+43/B4l4bl8uHP/xFtmWMBKCoqis0OYGleLREREenDDMPgjjvuYPjw4ZiWwVNrk6gO9LpLPSIiIl3KsuDF9T7Kmh3YbDbuv/9+srOz412WSFz0ujPHBx98ENM0ufDCC5k1axYZGRkA9O/fnxkzZnDSSScB8Oabb3Ya984777BlyxaSkpJ4/vnnGTp0KABpaWk8+OCDTJ48mUgkwpNPPtlpXCQS4emnnwbg2muv5Re/+AUJCQkAfPe73+XZZ5/FMAw+/vhjioqKuuSYIiIiXaWtrY1XX32Vq6++OjbNdaj/SPwF52O6U+Nc3V5sdlpzv0Ng+GQsu5Pdu3czY8YMbr/9drZt2xbv6kRERETixu1289BDD5GSkkJL2MZ/rU4iEI53VSIiIt3XO2Vuvqx2AXDDDTdw4oknxrkikfjpVSHhypUr2bRpE16vl7vuumu/+9x2223cc889XHLJJZ22v/HGGwBccMEF+20r/s///E8AlixZQnV1dWz7kiVLKCsrw2azceWVV+4z7rjjjuO73/0uAAsXLuySY4qIiHSFVatWcc011/Dyyy8TCoUwE7z4R55FcOhpYHfEu7z9CqcPoWXcvxNKywNg+fLlXH311bz66qu0tbXFuToRERGR+MjKyuLBBx/EbrezrcXB88VJmJpwQUREZB/La5z8eYsHgB/+8If89Kc/jXNFIvHVq0LCRYsWAfC9733vgPMHT5gwgauuuoqzzz47ts3v97N69WoA/u3f/m2/44477jiSkpKwLIvPPvsstv3LL78EID8/n/T09P2OPeWUUwA6jTuSY4qIiByJHTt28PDDD3PTTTdRXl6OhUFb1jhaxv07kdTcrj2YaUYfXchK8BIccSb+kWdhJngJhUK8/PLLXHPNNXz++eeaglRERET6pPHjx3PTTTcBUFSbwP9u1frNIiIie9vWbOf54iQAxo0bx80334xhGHGuSiS+umebwGHasGEDAAUFBViWxTvvvMPbb79NaWkpLpeLwsJCpk6dSl5eXqdxW7duxWy/gDls2LD9vrfNZiM3N5d169bx9ddfx7Zv3rz5oOMAhgwZAsD27dvx+/14PJ4jOqaIiMjhqK2t5Y9//CPvvvsu4XB0DqqIN4PgkFMwPf26/oCmiXftWwC0jPsp2Lr23qRIai4tSdm4Klfg3LmO8vJyfvvb31JQUMDUqVMpLCzUyb6IiIj0Keeffz5btmxh4cKFvF3qIdsT4dQszbYgIiLS0GbwxOokghGDjIwMHnjggdiyYSJ9Wa8KCbds2QKAz+dj6tSpfP75551e37x5MwsXLuSJJ57grLPOim3feyrPrKysA77/gAEDWLduHTU1NfuMzczMPOi4DjU1NeTl5R3RMUVERL6N+vp6Xn/9dRYuXBibktN0emjLmUAoYxQYR2diASPUgq21KfbcciV1/UHsTloHn0So33Bc25bjaNjG+vXruf322xk/fjxTpkxh/PjxXX9cERERkW7qxhtvpLy8nKKiIl5a76Ofq5H8NC1SKCIifVdbBP5rdRK1QTuJiYk89NBD9Ot3FG6WFumBelVI2NQUvRA5Z84campq+MUvfsFVV11FZmYma9euZcaMGaxbt47bbruNP//5z4wcORKA5ubm2HskJiYe8P07Xtt7/5aWFiC6UPiB7P1ax9gjOea3EYlE2Lhx42GNFRGRnq2pqYlFixaxePFiWltbATAdibRljyc0YDTYes9pgOnpR2DUD7A3VZGwfTmOpp2sWrWKm266iTFjxvDjH/+YYcOGqbNQRERE+oQrrriCHTt2sGPHDp5ck8TvTmwgy9O1U8CLiIj0BKYFzxf7KGl0YhgGU6ZMwbIsXTOXPiMSiWC32w/4eu+5Okh0nT+Idutdd9113HbbbbHXJk6cyKuvvsoFF1xARUUFTz75JE8//TQQ/R8JwOl0HvTiYUf7ccf+QGy6NqfTechxe489kmOKiIgcTHl5OYsXL2bZsmWxv1OWPYG27ONpG1AA9gP/zerpIkmZBEafh71pB65ty7G31FBcXExxcTF5eXlMnjyZwsLCg/7dFhEREenpPB4PN954I7NmzaKpqYnZq5K5/8QGkpxau1lERPqW+SUeltW4ALjooos025DIv+hVIWEHr9fLDTfcsM92n8/HlClTeOCBB/jkk08IBoMkJibickV/SYRCISzLOmBo1zFF294XFjs6/UKh0AHr6Ri399gjOea3YbfbGT169GGNFRGRniMcDvPZZ5/x1ltvsWbNmth2y55AW+YY2jLHgaOPzLVvGESSc/AXZGNv2IZrexF2/y7KysqYN28eCxcu5Pzzz+f888/X9CIiIiLSa40ePZpZs2Zxyy23UBVo48nVSdw5oZGEA99ILiIi0qt8Uunir+XRWf4uuOACbrjhBs0wJH3OypUrD/r60VmEKE68Xi8A48aNO+D0n4WFhUA0nCstLe00DohNx7Y/wWAQiIaN/3rMjtf2JxAIxJ53jD2SY4qIiHRoaGjgT3/6E5dffjnTp0+PBYQRdyrBvFNoHn8pbQMn9p2AcG+GQSR1MP4x5+PP/xGhtKFYGNTX1/PKK69w6aWXMmPGDDZs2BDvSkVERESOirFjxzJt2jQANjU4ea7Yh6lmQpFjwjrAv7UDbReRrlVU4+S/N0avwZ988snceOONCghF9qNXdRL269eP3bt34/F4DrhPSkpK7HlHAJednR3bVl1dTW5u7n7HVlVVATBgwIDYtqysLFatWkV1dfUBj9kxzjAM+vfvf8THFBGRvi0UCvHVV1/xt7/9jSVLlsS62S0gnJpLKHMMkaRs0MlvlGEQScokkpSJ0daCs3o9zpqNhMOtfPTRR3z00UcMHz6cH/zgB5x11lnqLhQREZFe5fvf/z7XX389zz77LP+scTFvg8WU/BadKoocZW3ty4Bed911XHjhhSxYsIC5c+fGtovI0bOh3sEz65IwLYNRo0Zx//3343D0qihEpMv0qn8Zo0aNoqSkhJ07dx5wn927d8eedwR2Q4YMweFwEA6H2bp1634DO9M0KS8vB2DEiBGx7SNGjOCDDz6IdSXuT1lZGQADBw6MdTgeyTFFRKTvsSyL4uJiPvzwQxYvXkxjY+Oe1+wJhPqPpG1AAVZichyr7P6sBC9tg06kLWcCjl1bSKgqxh6oo6SkhGeffZbnn3+ewsJCzj77bL773e8e9MYjERERkZ7i0ksvZffu3bz++ut8uiMRn9Pi0hH+eJcl0qtFrGgSf+GFF+J2u7nwwguZO3dubLuIHB2lTXaeWJ1EyDQYPHgwjzzyiL7bixxEr5pu9KSTTgJgw4YNBwwKly9fDkBaWlqsm8/pdHLCCScAsHTp0v2OW7NmDc3NzQCceOKJ+xyzuLi40wXbvS1ZsqTTvkd6TBER6Tu2b9/OK6+8whVXXMGvfvUrFi5cSGNjY7RrMDmHwNDTaB5/Ka2531FA+G3YHIQzRuEf+//RUvBj2jLysewuTNNk2bJlzJw5k3//93/noYceYtmyZUQikXhXLCIiInJErrvuOn70ox8B8NdyN38tS4xzRSK9m92Iziu6YMECAoEACxYs6LRdRLreDr+Nx1YmE4zYyMjI4PHHHyctLS3eZYl0a70qJDzvvPNITEzEsiyeeOKJfV4PBAK88sorsX3t9j2rdf/whz8E4K233qKurm6fsc899xwAp59+OoMGDYptnzRpEhkZGYTDYV5++eV9xq1du5bPPvsMgJ/97GedXjvcY4qISO9WWVnJ/PnzufHGG/n5z3/OvHnz2LZtGwARdxrBQZNoGX8pgdHnEu4/EuzOOFfcgxkGpm8ArUNOoXnCzwiMOJNQ2hAsw0YwGOTDDz/kjjvu4JJLLuGpp56iqKiIcDgc76pFREREvjXDMLj11ls5/fTTAXizxMunla44VyXSeyW0X3WdO3cu5513HnPnzu20XUS6Vl3QxqMrkmkK2UhOTubxxx8nMzMz3mWJdHv26dOnT493EV3F7XaTkJDA559/zsaNG6mpqeH444/H4/FQUVHBLbfcwrp160hJSeHJJ5/s1GY8evRo3nvvPaqqqliyZAkTJkygf//+NDQ0MHPmTN59910cDgezZs0iKysrNs5mi/7SWbx4MUVFRSQkJDBu3DgcDgdffPEFN998My0tLXz/+9/nmmuu6VTv4R7zm+ropjycsSIicuyYpsnGjRtZuHAhTz31FC+99BLLli2LrXdrOj2EBuQTzDuFtoETMZMywZ4Q56oPzYi0kVBVDEBb5lhwdPOLUIYN051KOH1odOpWVxJE2rC1tRAIBFi/fj0ffPABCxYsYMuWLZimyYABA3A6FdKKiIhIz2Cz2Tj11FNZt24dO3bsYGWtk34uk7wkzZog0tX+ti0Rf3jfRNDrtDhncDAOFYn0XrVBGw+vSKY2aCcxMZHZs2dr+S6RdofKiQzLsnpVj7tlWTz88MOxjkGA5OTk2FSgSUlJPP3005x88sn7jN2wYQNXXnllbN3CpKQkWlpaMM3oisIzZszg4osv3u8x77vvPubPnw9EpxJ1Op34/dH5/UeNGsVrr71GUlJSlx3zm1i5ciUAEyZMOKzxIiJy9LS1tbFixQo+//xzlixZQm1tbafXTUci4dRcwulDiSRng9Hzbjc1WpvwrY7+bWw+/uJo6NYDGa1NOHdtwVFfht3f+f+njunDTz31VE499dTYesciIiIi3Znf7+eOO+5g3bp1AFw9upkzBrbGuSqR3uXWJanUBu37bO+fGOGJU3bHoSKR3qkmsCcgdLlcPPzww0ycODHeZYl0G4fKiXpdSNjhiy++4I9//CMrVqygqamJzMxMTj/9dKZMmXLQqTurq6t57rnn+OSTT6iursbtdjNhwgSmTp2632Bxb++99x6vv/4669evJxgMMnDgQM4991yuvfZafD7fUTnmwSgkFBHpXurq6vjnP//JkiVL+Oqrr2I3k3SIJKZEg8G0PExvBhg9e0H73hIS7s1oa8GxuxxHfTn2ph0Yltnp9fz8fE499VROPvlkhg8fjs3W88JdERER6Rv8fj933XUXa9asAeA/RjVz1iAFhSJdRSGhyNFXHbDxcFEyu1qjHYQPP/wwJ5xwQrzLEulW+mxIKAoJRUTize/3s2bNGpYvX87y5cspKSnp9LoFRHwDCKfmEU7LxUpMiU+hR0lvDAk7ibThaNiGo74CR0MFRqSt08spKSlMnDiRwsJCCgsLyc7OjlOhIiIiIvvn9/uZNm1a7PrBL0a28ANNgyjSJRQSihxdO/02Zq1Ipq49IHz00Uc5/vjj412WSLdzqJzIcSyLERER6c3C4TAbN26MhYLr1q0jHA532seyOQgn5xBOzSWSOhjL6Y5TtXLE7AmE04cRTh8Gpom9eSeO+nIcu8uxtTXT0NDAxx9/zMcffwxATk5OLDA84YQTSEnpXaGwiIiI9Dwej4dZs2Yxbdo0ioqK+OPXXsIW/DBXQaGIiHRflS02HlmRQn2bDY/Hw6OPPsq4cePiXZZIj6SQUERE5DBZlkV5eXksFFy5ciUtLS2d98HA9PYnnDKQSHIOEW8G2Pa9m1R6OJst+v9vcg6tud/BaG3C0ViJvbESR2MlRqSNyspKKisreeeddzAMg5EjR3LiiSdSWFjIuHHjcLlc8f4UIiIi0gd1TM927733smzZMt7Y7KWhzcalw/3Yevbs9yIi0gtt2u3g96uTaAnb8Hq9PPbYY4wZMybeZYn0WAoJRUREvqFwOMzmzZtZs2YNa9asYe3atdTV1e2zXyQxJRYYhZOywZEQh2olbgwDKzGZUGIyoQH5YJnY/HU4Grdjb6zE3lQNVoRNmzaxadMmXnvtNZxOJ/n5+YwbN47jjjuOcePGkZycHO9PIiIiIn2Ey+VixowZPPjgg3z++ef833I3dUEb1xY0k6D720REpJtYVp3Ac8U+QqZBamoqs2bNIj8/P95lifRoCglFREQOoKWlhXXr1rF27VrWrFnD+vXrCQb3nXrJdLqjgWB7MGgleONQrXRbhg3T2582b3/IHg9mGHtTVazL0ObfRSgUioXPr7/+OgBDhgzpFBrm5ORgGLqdX0RERI4Ol8vFgw8+yFNPPcXChQv5strF7lYbNx3fhM9pxbs8ERHp496vSOT1rz1YGAwaNIhHHnmEgQMHxrsskR5PIaGIiEi7qqqqWCC4Zs0atm7dimma++xnJviI+DKJJA0g4svCdKeCwhv5pmwOIikDiaQMpA0wQkHsTTuxN1dhb67G5q/FsCxKS0spLS3l3XffBSA9PT0WGh533HGMGDECh0OnciIiItJ17HY7N910E1lZWTz33HNsbHDy/y9P5vbxTWS49z0vFhEROdpMC17f7OGDCjcAY8eO5aGHHiI1NTXOlYn0DrqyJCIifVIgEODrr79m48aNrF+/nrVr11JdXb3PfhYGpic9Ggr6BhBJylSnoHQpy5lIOH0I4fQh0Q2RMPaWmlhoaG+uxoi0UVdXx9///nf+/ve/A9H1gwoKChgzZgyjR48mPz+fjIwMdRuKiIjIETEMg5/97GdkZGQwa9YsdvjhweUp3HJ8I8OSI/EuT0RE+pDWCMwt9rGsxgXAaaedxr333ovL5YpzZSK9h0JCERHp9UKhECUlJWzcuJENGzawYcMGysrK9tslaNkcRHwZ7aFgNBjE7oxD1dJn2R1EkrOJJGdH/9uysAXqo6FhUzX25ipsbc0Eg0FWrFjBihUrYkPT0tLIz8+PPUaPHq27K0VEROSwnHnmmfTr1497772XhuZmHipK4arRLZyW3Rrv0kREpA+oDtj4w5okypujEcZPf/pTbrjhBux2LZYr0pUUEoqISK8SiUQoKyvrFAhu2bKFUCi03/1NVxIRb/9ol6AvE9OTDobtGFctchBGtJvV9KQTGlAQ3dTWsic0bKnB5q/DsCLU19fzxRdf8MUXX8SGZ2ZmdgoOR40ahderblgRERE5tAkTJvD0008zbdo0KisreWG9j5JGB78Y2YJDp8wiInKUrNrl5Ll1PlrCNmw2GzfccAMXXXRRvMsS6ZUUEoqISI8ViUTYvn17bNrQDRs2sGnTJoLB4H73N50eIt7+mN7+RLwZRLz9waEpKqTnsRK8hNOHEU4fFt1gmtFuw5YabP5a7C212Pz1GFhUVVVRVVXFp59+CkSnEBs8eHBsitLRo0czbNgwPB5PHD+RiIiIdFdDhgzh+eef56GHHmLp0qUs3p5IWZOdXx/XTLpL6xSKiEjXMS14u9TNgq1uLAzS0tK4//77OeGEE+JdmkivpZBQRER6hEAgwJYtW9i8eXPssXXr1gMGgpbdFe0QbA8ETW9/rASFINJL2WyY3n6Y3n57tplhbP666PqGLbXYWmqxBxuwLIvy8nLKy8v58MMPgWhwmJOTw4gRIzo9+vfvrzUORUREhKSkJGbOnMn//M//8N///d+UNDq5/6sUbhzXRH5aON7liYhIL9ASMpi73seK2gQACgoKeOCBBxgwYECcKxPp3RQSiohIt2JZFnV1dZ3CwM2bN7Nt2zYsy9r/GJtjT4egJxoMWq4kULghfZnNgekbgOkbQGyy3XAbdv+uaMdhS3vHYVszlmWxfft2tm/fHus4BEhOTt4nOMzNzcXh0CmkiIhIX2Oz2bjyyisZPXo0M2bMoLG5mVkrk/nZcD/nDA7q1FtERA5bebOdp9YkURWIrjf4k5/8hF//+tckJCTEuTKR3k9XeEREJG7C4TAVFRWUlJR0CgR37959wDGm04vpSSfSvkZbxNNPgaDIN+VIIJKcTSQ5e8+2cCt2f12069C/C5u/DltwN4Zl0tjYSFFREUVFRbHdnU4nQ4cO7RQcDhs2DJ/PF4cPJCIiIsfaySefzPPPP8/9999PSUkJr232srbeybUFzaQk7P+mPhERkf2xLPhwWyJvlngImQZOp5Nbb72V8847L96lifQZCglFROSosyyL6upqtm7d2ulRVlZGW1vb/scYBmZiaiwI7AgGcSQe4+pFejmHKxYcxjoOzQi24O724HBPgGhE2giFQmzatIlNmzZ1epusrCyGDh3a6TF48GBcLq37KSIi0tsMHDiQZ555hv/6r//i/fffZ/WuBH77ZSrXFjQzvn/o0G8gIiJ9XkObwQvFPlbXRbsFc3JyuP/++8nPz49zZSJ9i0JCERHpUvX19fuEgVu3bsXv9x9wjGVPiHYGujs6BPthulPBZj+GlYtIjM0e/Xfo6UdslSHLwmhr2dNxGGgPEFubANi5cyc7d+7kiy++2PM2NhuDBg3aJzzMycnRlKUiIiI9XGJiInfffTcnnXQSs2fPprGlhdmrkzl7UIBLh/tJ0Km8iIgcwMpaJy+s99EUsgFwzjnncNNNN+HxeOJcmUjfo6szIiJyWJqbmyktLd0nDDzYVKGx7kB3KqY7DdOdRsSTjpXg03ShIt2dYWC5fERcPiJpuXu2h9uwB+qwBerbH7ux++swIm2Ypkl5eTnl5eWd1jp0Op3k5eXtEx5mZmZi6HeBiIhIjzJ58mTGjBnDzJkzWb16NR9uc7O+3sn1Y5sZ7IvEuzwREelG2iLwRomHj7a5AfB6vdx2221Mnjw5zpWJ9F0KCUVE5KCampooLy+nrKyMsrKyWDBYXV19wDEWYLmSiewVBpqeNExXsroDRXobRwKRpCwiSVl7tlkWRiiwV3BYj709QDTMMKFQKLYG6d48Hg9DhgyJPfLy8sjNzSUzMxObzXaMP5iIiIh8U1lZWfz+97/ntddeY968eWxrcTD9nylcMtzP2YOC2HQPkIhIn1feZOfZYh/bW6KRxPjx45k2bRqZmZlxrkykb1NIKCIiWJZFfX19LAjc+7Fr166DjjUTvO1BYCqRjkAwMRXs+hMj0mcZBlaCh0iCh0jKwD3bLQujrTkaGvr3BIi2YAOGZeL3+ykuLqa4uLjT2yUmJpKbm0tubm6n8HDgwIGatlRERKSbsNvtXHHFFRQWFjJjxgwqKyv509de/lmTwDX5zWR6zHiXKCIicRA24Z0yN2+XuolYBna7nauvvprLLrsMu103kovEm66qiIj0IaZpUlVV1akzsOPR1NR08LFOd6epQiPtwSAO1zGqXkR6PMPAciURcSURSd1rylLTxNba2Knz0BZowNbagGFZBINBNm3axKZNmzq9ncPhYNCgQeTm5pKXl8eQIUNiYaLLpd9NIiIi8TBmzBhefPFFnn76ad577z027nby269SuVhdhSIifU5pk50X1vuoaI7GEIMHD2batGkUFBTEuTIR6aCQUESkFwqFQlRWVsbCwNLS0ti6YMFg8IDjotOE+mJhYKQjFExMURgoIkePzdZ+A0IqMHTP9lh4uBtbcHc0OAxGnxtmhHA4TGlpKaWlpZ3ezjAMsrOzY+FhxyM3N5ekpKRj+tFERET6Io/Hw5133sn3vvc9Hn/8cWpqavjT116+qk7gmoJmstVVKCLSq4VM+Eupm3fL3JiWgc1m45JLLuHqq6/WDZ0i3YxCQhGRHqyhoYHy8nIqKipiIWBFRQXbt2/HNA/8xdsyDExXCqY7ZU93YGJ7GKhpQkWku+gUHu4lNm3pnvDQ3v7ciLRhWRaVlZVUVlaydOnSTkPT0tLIzc1l8ODBnX5mZWVpqhsREZEu9p3vfId58+bx3HPP8e677/J1g5N7v0rlomF+zhmsrkIRkd5oS6OdF9f72Na+9mBeXh533XUXY8aMiXNlIrI/uhIsItLNhcNhduzY0SkI7Hg0NjYedKxls8fCv1gQ6E7FdCWDzXaMPoGISBfbe9pSBu/ZblkY4UA0PAzsxhZs2BMkhgIA1NfXU19fz6pVqzq9pdPpZODAgbHpSjsegwcPxuv1HstPJyIi0qv4fD5uv/32WFdhVVUVr2/u6CpsYaA3Eu8SRUSkC7RFot2Dfy3f0z34s5/9jCuvvFLdgyLdmEJCEZFuoqmp6YBdgeFw+KBjTacnGgQm7tUdmJiCleAFQ7fnikgfYRhYTg8Rp4dIck7n18Kt0dBw70egAVtrI4ZlEgqF9jt1KUC/fv06dR12PM/MzMSmGy5ERES+kUmTJvHyyy/z/PPP8/bbb1PS6OTer1L4SV6AnwwJ4NSfVBGRHqu43sG8DT6qAtHZWYYMGcLdd99Nfn5+nCsTkUNRSCgicgz9a1dgRUVF7FFfX3/QsZZhx0xM3hMGxroDk8GecIw+gYhID+VwYfoGYPoGdN5umRitze1rHbYHhx0hYji6huuuXbvYtWsXK1as6DTU5XIxaNAgBg8eHHvk5uYyaNAgfD7fsfpkIiIiPYbX6+XWW2/le9/7HrNnz6ayspKFpR6+rE5gSn4Lo1MPfnOkiIh0L80hg9c3e/jHjkQA7HY7l112Gf/xH/9BQoKuVYn0BAoJRUS6mGVZ7N69u1MA2BEKVlZWEokcfDod0+Fu7wbs/LBcPjB0e62ISJcybFiJyUQSk9nnt3NH92HH1KUdj9ZGDMuitbWVkpISSkpK9nltjBliAAAgAElEQVTbvdc+3DtAzMrKwuHQKbiIiPRthYWFvPzyy7zyyiu8+eab7PA7eKgohTNyglwy3I/XacW7RBEROQjLgqVVCfzpay+Noei1qoKCAu644w6GDRsW5+pE5NvQFQoRkcPU2trK9u3b9wkCKyoqaG5uPujYzl2BnbsDcWiedhGRbuFA3YemidHahL29+9CIBYiNse7DA6196HA4yMnJiYWGe4eIqampx+qTiYiIxF1iYiK//OUvmTx5Mo8//jgbN27k48pEimoTuGJUC5My2rRygohIN1QTsPHKJi+rd0U7BT0eD9deey3nn38+drs9ztWJyLelkFBE5CAsy6K2tnafELCiooKdO3diWQe/w7XTWoGx9QI71gpUV6CISI9ks2G5Uwi7U/Z9bX9rH7YHiIZlEg6HY+vOfv75552GJicnx6Yv3XsNxJycHE3VIyIivdbIkSOZM2cOCxYs4MUXX6QhGOTptUmc0L+N/xjVQr9EM94liogIEDHhb9sSeWuLhzYzehfHqaeeyk033cSAAQMOMVpEuiuFhCIiQDAY3O/0oBUVFQQCgYOOtWyOvYLAf+kKtDuP0ScQEZFu4ZBrH7Z3HO4dIIb8ADQ2NlJcXExxcXGnoTabjaysrE6dhx3P09PTMdRmISIiPZzdbueiiy7itNNO4/e//z1Lly5lRW0CxfVOfjrMzw8GBbHpz52ISNxsbbQzb6OP0qZonNCvXz9uvvlmTjvttDhXJiJHSiGhiPQZpmlSU1MTCwD37gqsrq4+6FgLsFy+fdYJNBNTsJweNA+OiIgc1MHWPoyEDtx9aIYxTZPKykoqKytZunRpp6Fer3efdQ8HDx7MoEGDcLk0fbWIiPQsmZmZPPzww3zyySf84Q9/oL6+nte+9rJkp4sp+c0MSTr4+u4iItK1AmH4360e/laRiIWBYRicf/75XHvttfh8vniXJyJdQCGhiPQ6fr9/n27A8vJytm3bRmtr60HHWvaEf+kGTG3/mQQ2/coUEZGjwO7E9PbH9PbvvN2yMNpaOoWG0Z+7sbW1ANDS0sKGDRvYsGFDp6GGYZCZmbnP2oe5ubn0799f3YciItJtGYbBGWecwYknnsjcuXN55513KG1y8LtlKZwzOMi/D/WTqK9mIiJHXVGNk1c3ealrja4zOHToUG6//XbGjh0b58pEpCvptEpEeiTLsqivr6esrCzWFdjx/NBdgQaWK2nP9KDu1D1dgY5EdQWKiEj3YBhYLh8Rl49IysDOr0XC2Fr3Cg8DDbEA0TDDWJbFzp072blzJ8uWLes01OPxkJubS15eHrm5ubHHwIEDcTj09UBERLqHpKQkbrvtNn7wgx8we/ZsSktLeb/CzbLqBK4c3cKE/qF4lygi0ivVtdr44yYP/6yJzkySkJDAlVdeyaWXXqrvCyK9kP5Vi0i3FolE2LFjxz5BYFlZGc3NzQcda9ld0fDP3bFWYHsY6EoCm/0YfQIREZGjwO7A9PTD9PTrvN2yMEKB/U5farQ2YRDtuN9f96HdbmfQoEH7DRA9Hs+x+2wiIiJ7Oe6443jhhRd44403ePXVV9nVCk+sTmZSRitXjGoh1WXFu0QRkV7BtGDxdhf/p8RDMGIDoLCwkFtvvZWBAwceYrSI9FQKCUWkWwgEAmzbtq1TCNgxRWgodOA7RC3ASvC1B4HtIWB7Z6DldB+7DyAiItIdGAZWgodIgodIcnbn18zwnilLA7v3TF0abMAwI0QiEcrKyigrK+Mf//hHp6EZGRmdwsOOn+np6Zq6VEREjjqn08kVV1zBGWecwRNPPEFRURHLalysq3dy2Qg/p2e3akIYEZEjUNli46UNPr5ucAKQkpLCr371K84++2yd74v0cgoJReSYCgQClJWVUVpaGnts3bqVqqqqg46zDPuetQLde4WBrhSw61eZiIjIIdkcmJ50TE965+2WhdHW3Dk87PgZDgJQU1NDTU0Ny5cv7zTU6/WSl5fH0KFDGTJkSOxnv379dDFBRES63KBBg5g9ezZ/+9vfeOaZZ2hsbOSlDT6+qEpgSn4LA9xmvEsUEelRwib8tczNX0rdhK3o+fu5557L9ddfT0pKSpyrE5FjQVfWReSoaG1tpby8PBYCdgSCO3bswLIOPB2MZU/AdKcSSWzvDGzvELRcPjBsx/ATiIiI9BFGdK3eiCuJSMqgzi+FgrFuw727D43WZgygpaWF4uJiiouLO41LSkpiyJAhseCwIzxMS0s7hh9MRER6I8MwOOecczjppJN46qmnWLx4McX1CUz70slPh/n5waAgdn11FBE5pC2Ndl7a4KOiORoRZGdnc9ttt3HiiSfGuTIROZYUEorIEQmFQlRUVHQKArdu3UplZSWmeeC7OE1HIqY7LdoN6E6LdQZajkQ0T4yIiEj3YDkTiTiziCRldX7BDLcHh+1Tlgbq20PERgwsmpqaWLNmDWvWrOk0LCUlZZ+uwyFDhuguZRER+dbS0tK4//77Oeuss3jiiSeora3l9c1ella5mFrQTK4vEu8SRUS6pdYI/O8WD+9XJGJhYLPZuOiii7j66qtxu7V0j0hfo5BQRL4Ry7LYuXMnJSUlbN68ORYKbtu2jUjkwF++LLuLSEcQuNdPrRcoIiLSg9kcmJ5+mJ5+nbfHwsM9waE9UI/R2oQBNDQ0sHLlSlauXNlpWHp6eiw4HD58OMOHD2fIkCG4XK5j95lERKRHOuWUUxg/fjxz587lL3/5C1ubHPxuWQo/ygtwwZAADnUViojErK938NJ6H9VBOwDDhg3jjjvuoKCgIM6ViUi8KCQUkX2EQiFKS0vZvHlz7FFSUkJzc/MBx1h2J2ZiGhFPKmbinkDQcrrVGSgiItJXHCg8jIQ7dRzaO0LEtui5RV1dHXV1dRQVFe15K5uNvLw8RowYEXsMHz6c1NTUY/mJRESkB/B6vdxyyy2ceeaZPPbYY1RUVPB2qYeVtQn8ckwzg9VVKCJ9XFsE5m/x8EFF9KZ9p9PJFVdcwWWXXYbT6YxzdSISTwoJRfq4xsbGWHdgx6OsrIxwOLzf/S3DHg0APel7dQimYTk9CgNFRERk/+wOTG9/TG//ztsjoVjXob1jylJ/HbZwANM02bp1K1u3buXDDz+MDcnIyIgFhh3hYU5ODjabWkVERPq6448/nhdffJFXXnmFN954g/LmaFfhT4f5OS83iE1fWUWkD9rSaOf5Yh87/NEooKCggLvvvpu8vLw4VyYi3YFCQpE+omO60L3DwM2bN1NVVXXAMaYjEdOTjunpR8STHn2emAKGLsKJiIhIF7A7MX0ZmL4M9r49yQj5sfnrsPvrsPl3RYPDYAMGUFNTQ01NDV988UVsf7fb3Sk0HDFiBMOGDSMhIeGYfyQREYkvl8vFddddxymnnMLMmTOprKzkzRIvK2oTuG5MMwPcZrxLFBE5JsImvFPm5i+lbkzLwG63c9VVV3HZZZfhcCgWEJEo/TYQ6aWam5vZsGEDxcXFrF+/nvXr17N79+797msBVmIyEXe/aIdgezCoqUJFREQkHiynh0iKh0jKoD0bI6Fox6G/bk+AGKjDMMMEAgHWrl3L2rVrY7s7nU5GjBjBmDFjKCgooKCggJycHAyd24iI9Anjxo3jpZde4rnnnuMvf/kLmxqc/ParVC4f0cL3c1r1VVdEerXtLXbmFvvY2hS9/D9kyBCmTZvGqFGj4lyZiHQ3CglFeoFwOMzWrVtjYWBxcTHl5eVYlrXPvpbNjulOj3UGRjz9MN1pYNf84yIiItKN2Z2YvgGYvgF7tlkmRmsT9vZuw44A0RbyEwqFYudGHVJSUigoKIgFh/n5+SQlJcXhw4iIyLHgdru55ZZbOPXUU3n00Uepra1l3kYfRbUJXFPQTErCvt+ZRUR6MsuCD7cl8maJh5BpYBgGl1xyCVOmTMHlcsW7PBHphhQSivRA1dXVsYte69evZ+PGjQSDwX32szAw3alEvBmYvgHRn25NFyoiIiK9hGHDSkwhnJgC6cP2bA4FsLXUYG+uxt5Sg725FsMM0dDQwNKlS1m6dGls39zc3FhwOGbMGIYOHarpl0REepmTTjqJefPm8eSTT/LRRx+xalcC932Vyg1jm8hPCx/6DUREeoCWkMGLG7wsr4mGgVlZWdxzzz2MHz8+zpWJSHemb78iPcCOHTsoKipi+fLlrF69mtra2v3uZzrd7YFgBhHvACLe/uoQFBERkT7HcrqJpOYSSc1t32BiCzZga65pDw2rsQV2Y2BRXl5OeXk5H3zwARBdyyo/P5+JEycyceJECgoKFBqKiPQCSUlJ3HvvvZxyyinMnj2b3S0tPLwimYuG+flRXhCbph8VkR5sa6Odp9cmURO0A3DOOefwm9/8Bq/XG+fKRKS707ddkW5o9+7drFy5kuXLl7N8+XIqKyv32ccy7ES8/TC9GUTaQ0Erwas1BEVERET+lWHDdKdhutMIZ7SvwxIJYW+pxd5S0x4eVmMLBWhtbWXVqlWsWrWKefPm4Xa7GT9+PIWFhRQWFjJ06FCtaygi0oNNnjyZUaNGMX36dDZv3sz8LV42Njj55ZhmkpyaflREehbLgkXbXbz2tZewZZCQkMAtt9zCeeedF+/SRKSHUEgo0g0EAgHWrFnD8uXLKSoqYvPmzfusJ2jZEwgnZRNJzibiG4DpTgebpg0VEREROSx2Z/S8Kjk7+t+WhdHWEu00bNqJvbESe7CBQCDQaYrStLQ0Jk6cSGFhIRMnTiQrKyuOH0JERA7HoEGDeOaZZ3j66ad55513WL0rgfu+SuFX45oZmaLpR0WkZwiEDV7e4OXL6uj0ooMHD2b69OkMHz48zpWJSE+ikFAkTsrKyvj0009Zvnw569atIxzu/EXEMuxEkgYQScohnJyD6e2ntQRFREREjhbDwHL5CLt8hNOHRje1tWBvrMTRuAN7YyW2kJ/6+noWLVrEokWLABg4cCATJ07k3/7t35g0aRJOp6Z6FxHpCVwuF7fddhvHH388s2fPpi4YZGZRMpcO93PO4KAm6RGRbm1bs50n1yRRFYhOLzp58mRuv/12PB5PnCsTkZ5GIaHIMbRjxw4WL17M4sWLKSkp6fSaBZje/oSTcoik5BDxDQCb/omKiIiIxIuV4CXcfyTh/iPBsrAFG6Idho2VOJp2YkTa2L59O9u3b+edd94hKSmJ008/nTPPPJPx48djt9vj/RFEROQQzj77bEaNGsXvfvc7SktLeW2zl0q/nf8Y1YJD9+mKSDe0epeTp9f6CEZsOJ1ObrzxRs4//3xNiS8ih0UJhMhRtmvXLj799FMWLVrEunXrOr1mJvgIpw4ikpxDOCkbHK44VSkiIiIiB2UYmO5UTHcqocwxYJnYWnbhaKzE3rgde9NOmpqa+Otf/8pf//pX0tPTOeOMM5g8eTJjxozRRRsRkW4sLy+PZ599lscee4zFixfzSWUiNQEbN45rxqt1CkWkG1m0zcX/fO3FtAz69+/PQw89xOjRo+Ndloj0YN86JFy2bBlOp5MJEyZ8o/0/+OADamtr+fnPf/6tixPpqZqamvj73//OokWLWLlyJaZpxl4zHW7C6UMJ9RuG6c1Ac5iIiIiI9ECGDdOXQZsvA3LGY7T5cdRtxVm3BXtLDXV1dbz11lu89dZbZGVlMXnyZM4880ytESMi0k253W7uu+8+Bg0axKuvvsq6+gRmFCVz6/FNZLjNQ7+BiMhRZFrwxmYP71e4ARg5ciQzZ84kIyMjzpWJSE9nWJb1rW6Jys/PJyMjg3/84x/faP9JkyZht9tZunTpYRUoh2/lypUA3zjQlSPX0NDAG2+8wYIFCwgGg7Htlj2BUFoe4fRhRJKztbagiPQJRmsTvtXzAWg+/mIsV1KcKxIROTaMYCPOuq046rZgD9R3em3ixIlMnTqVsWPHxqk6ERE5lA8++IDHHnuMcDhMstPkluObGJ4SjndZ0sPcuiSV2uC+U4/3T4zwxCm741CR9FStEXh2XRJFtQkAnHLKKdx7771af1BEvpFD5USHNd3oN80V169fT1NTE4mJiYdzGJEeo7m5mfnz5zN//nz8fj8Als1BOHUwofThRFIGgk1r0oiIiIj0BVZiMm0542nLGY8tUI9j1xacdVuwtTZRVFREUVERJ598MlOmTGHUqFHxLldERP7FOeecQ2ZmJvfddx+NTU3MXJHMf45pZtKAtniXJiJ9zO5WgydWJ1PaFL2Mf9FFF3H99ddr7WsR6TIHDQnnzJnD888/32mbYRjs2rWL8ePHH/SNI5EIkUgEwzAYNmzYkVcq0g35/X4WLFjAG2+8QVNTEwCW3Ulb1nG0ZY4Be0KcKxQRiR9boCH23FXxT9pyxmN60uNYkYjIsWe602gbVEjbwInYG7bh2l6E3b+LpUuXsnTpUk4//XSuuuoqfWcSEelmJkyYwDPPPMPdd99NZWUlT6/18csxzZySpaBQRI6N+laDWStS2OG3Y7PZ+M1vfsMFF1wQ77JEpJc56JyHU6dOpV+/frS2tsYelmVhWVanbft7hMNhLMsiISGBm2666Vh9HpFj5pNPPuHyyy/nhRdeoKmpCcvmoDV7PM3HX0JbzgQFhCLSp9n8dbi3fBL7b2f9Vjwb/i82f138ihIRiSfDIJI6GP+Y8wmMOJOIOw2Av//970ydOpVZs2bR2toa5yJFRGRvubm5zJkzh9GjR2Nh8Hyxj8926Lu+iBx9dUEbM4uiAaHT6WTGjBkKCEXkqDhoJ6HL5WLOnDmsX78+tu2ee+4hKSmJadOmHfSNbTYbKSkpjB07VguoSq/z/vvv8+ijj2KaJpZhJzSggLbs47Cc7niXJiLSLTirijEine+yNiKtOKuKaR363ThVJSLSDRgG4bQ8wqm5OOq2klC5Anuwgffff59du3YxY8YMXC5XvKsUEZF2qampPP7449x5552sX7+eF9b7iFgtfC9HN3aIyNFRG7QxqyiZ6qCdhIQEHnroISZNmhTvskSklzKsb7rAYLv8/Hz69+/PZ599drRqki5yqAUp5fC8++67zJ49G8uyiHgzCIw4EytBCwWLiOzNs+Yt7MGGfbZHElPwH/fTOFQkItJNWSYJO9fg2rYcgBNOOIGZM2fiduvmMxGR7qSlpYW77rqLtWvXAnD16GbOGKigUA7s1iWp1Ab3XTeuf2KEJ07ZHYeKpCeoCdh4eEUytUE7LpeLmTNnUlhYGO+yRKQHO1ROdNDpRvdnw4YNCgilz1q4cCGPP/44lmUR9mXiH32OAkIRkf0wzMi32i4i0mcZNtqyxxPMPRmAFStWcOedd+L3++NcmIiI7M3r9fLoo49y/PHHAzBvo49F29T5LSJdpyZgY2ZRNCBMTExk1qxZCghF5Kj71iGhSF9VXV3NH/7wBwDCSdkERv1A6w6KiIiISJcIZY4hmHcKAGvWrOHNN9+Mc0UiIvKvPB4PjzzySOxO/Fc2+fiyStcFRP4fe/cdnlV9/3/8ee6ZcSckjLAJS0BmQGYARUBlSAWsopSvKKIsFVRUpiCIX7W2ddVBHV/rqiiVX61VKioWCEVkE0aYCQkjg+x5j/P7I5pKFZARTnLn9bgur8vrPvcn52UveufmvM55f+TC5ZUZPL01kqxSO6GhoTz99NN07drV6lgiUgOccU/CM1m1ahVr1qwhKysLr9dLIBA47XsNw2Dp0qXneyqRKmHv3r3lexDa7BRfdg3Yz/v/PiIiIiIiP+GNaYetKBNXRhJ79uyxOo6IiPyM0NBQnnzySWbOnMnOnTt5dZeHWq482kX7rI4mItVUqR/+sD2CE8XlexA+9dRTFU8ti4hUtnNuOcrKypgyZQoJCQkA/JItDQ3DOPdkIlXMoUOHAAiERKkgFBEREZFKEQirCyRx+PBhq6OIiMhphISE8MQTT3DPPfeQkpLCszsimNctjyYejdYXkXPjD8BLiREcyHNiGAbz589XQSgil9Q5Nx3vvvsu69atAyAmJoaOHTsSERGBzabJpRLckpOTAQiE1LI4iYiIiIgEqx++a544cYKioiLCwrT/tYhIVRQZGcnTTz/NtGnTyMrK4pltETx6RR61Q04/aUtE5MdME/6cFM6WzPKxxffeey/9+/e3OJWI1DTnXBL+7W9/wzAMRo0axaJFi3A49ESV1AxRUVEA2POOgq8UHNqgXEREREQuLkd2+fSKsLAwXC7tcyUiUpU1aNCAJ598kunTp3OyqIhntkUw74o8whxnn7olIvJJcihfHw0B4NZbb2X06NEWJxKRmuicH/87dOgQhmEwa9YsFYRSo9x6662EhoZi85XgTttsdRwRERERCTK2wkyc6XsBGD9+vP6+JSJSDVx22WUsWrQIu91OaqGDV3d5CKgjFJGz2Jzh5KOD5RMjBg8ezF133WVxIhGpqc65JHS5XISFhREZGVkZeUSqrLp163L77bcD4Ezfgz3/hLWBRERERCR4+H2EJK/HwKR58+bceOONVicSEZFfqHv37jzwwAMAbMl08cnhUIsTiUhVdqzIxqu7PAB07NiRRx55RFt5iYhlzvnTp23bthQWFnL8+PHKyCNSpd144400b94cA5PQvZ/jyNxndSQRERERqeaM0nzC9vwde2EGANOnT9dThCIi1czw4cMZMWIEAH89FMq2LKfFicRqztNcdT3d61IzlPjg+R0RFPtt1KlTh8ceewynU58XImKdc/619Jvf/AbTNHnuuecqI49IleZwOHjsscdo1KgRhukn9NAa3MnrIeC3OpqIiIiIVEP23DTCE/8f9qKT2Gw27r33Xrp27Wp1LBEROQ/33nsvl19+OSYGLyd6OFGkNqgma1PLe06vS/AzTXhtj4e0QkfFNcY6depYHUtEajj7woULF57LgtatW1NQUMAHH3xAUlJS+R5tNhter5fi4uLT/hMWFlZJ/wlyOj887dmgQQOLkwSXqKgorr32Wg4dOkRqair2wkzs+cfx12oMdpfV8UREqgTXiUQMf9lPXjftLrwNOliQSESkijEDuI5vJ+TQWgzTT1RUFE888QQDBw60OpmIiJwnu91Oz549WbVqFflFpezJcdKvQSkOdYU1Ur3QAP8+4cIbMCpeC3cEuL1dIbVc2riyJvrsSAgrj5SPI77vvvu48sorLU4kIjXB2XoiwzTNc/qtdN111wFw5MgRfulSwzDYtWvXuZxGLoKtW7cCEBcXZ3GS4BQIBHjrrbd46623ADBtDsoadKKsQUewa0yAiNRs4duWYSsr+MnrAZeHwi43W5BIRKTqsOem4T7yLfbibKB8S4fFixcTExNjcTIREbkYtm7dygMPPEAgEODqRiXc0a7Q6khike2ZDp7ZXguAXjGl/Kp5MU09mkZVE+3LdbBkcyQB02DIkCE88sgjGIZx9oUiIhfobD3ROd/LlJycTHJyMoFAANM0f/E/IsHGZrNxxx138Pjjj1OrVi2MgA/30S2E71iOIyMJzIDVEUVERESkCrEVZROatJKwpJUVBeGIESN4/vnnVRCKiASRuLg47rrrLgC+PhrCt+maOlRTNQz/z7Whm1sVqSCsoQq95SOIA6ZBy5Ytuf/++1UQikiV4TjXBX/+858rI4dItdWvXz/i4uJ49913+eijj/B6iwg9vBb/iURKm/YsH0MqIiIiIjWWUVaEK20zzsx9GJTfQNmlSxemTJlCu3btLE4nIiKVYcyYMWzevJmNGzfyxp5wWkT4qBeqm4lFahrThDf3hpNZYsftdvPoo4/idrutjiUiUuGcS8KePXtWRg6Ras3j8TBp0iRuuOEGXnvtNVatWoW9OJuwpJX4IhpQVr8j/qimoLuERERERGoMoyQP14nE8nIw4AOgadOmTJ48mfj4eN1BLiISxGw2G7NmzWLixIlkZ2fzcqKHud3ysGt/QpEa5V/H3HybXl4K3nvvvTRv3tzaQCIi/+WCvprs2LGD1NTUn7y+ePFivvnmmwv50SLVUoMGDZg3bx6vvPIKXbp0AcCRf5yw/asI37kcZ/oe8PssTikiIiIilcY0seefIGT/l4Tv+AhX+m6MgI9atWoxffp03nzzTfr27auCUESkBqhTpw6zZ88GYH+ek48PhVqcSEQupbRCO28nhQMwYMAAhg8fbnEiEZGfOq+S8NixY4wePZqbb76ZNWvWnHIsMzOTd999l8mTJ3PLLbdw4sSJixL0Qj399NO0bduWO++887TvSU9PZ+HChQwcOJCOHTvSt29fpk2bxqZNm8768//xj3/wm9/8hm7duhEXF8f111/PSy+9RElJyRnXXcg5pepq164dzz77LM888ww9evQAwFaSR0hyAuHbP8CVugnDW2RxShERERG5aMwAjpOHCNv9d8L2fIozOxkDiImJYcqUKbz33nuMGjUKh+Och7mIiEg11rNnT8aMGQPAJ8mh7M3R7wGRmsAXgJcTPZQFDOrXr8+DDz6om8REpEo6528mWVlZ3HzzzWRkZABQVHRq0eH3++nVqxebNm1i69at3H777SxfvpywsLCLk/g8bNy4kTfffPOM7zly5Ai33HILmZmZAERERHDy5ElWrVrFV199xfz58xk7duzPrn3qqad44403AHA6nTidTvbt28dzzz3HZ599xttvv01UVNRFPadUfYZh0L17d7p3787Bgwf56KOP+OKLL/B6S3Ef24br+A58dVpRVq8tgfB6GkUqIiIiUg0Z3mIcmftxpe/GVlZQ8Xrbtm25+eabueqqq1QMiojUcBMnTmTz5s3s27ePV3d5eLxnLmEO0+pYIlKJ/noojJQCBzabjblz5xIREWF1JBGRn3XOTxIuXbqUjIwMYmNjWbFixU+ezKtfvz5vvfUWK1asIDY2lsOHD5+1oKtMBQUFPPLIIwQCp98c2ufzcffdd5OZmUmXLl34/PPP+e6770hISGDMmDEEAgEef/xxtm3b9pO1f/vb33jjjTew2+3Mnz+fzUdhkKoAACAASURBVJs3s2XLFl5//XXq1atHUlISs2bNuqjnlOqnZcuWPPzww/zlL3/htttuIzIyEsMM4MzcR/juvxOW+DHO44kY3jM/eSoiIiIiVYAZwJ5zhJD9XxG+7S+EpG7EVlaAYRj07duX559/nldeeYVBgwapIBQREZxOJ/PmzcPlcpFZYuftJOtupBeRyrcn28GnySEAjB07ls6dO1ucSETk9M65JFy9ejWGYfD000/Trl27076vdevWPP7445imyeeff35BIS/E4sWLSUtLIyQk5LTv+eSTTzh48CARERG8+uqrtGjRAoDo6GgWLVrEwIED8fv9PPfcc6es8/v9vPjiiwDcddddjBs3DpfLBUC/fv14+eWXMQyDr7/+ms2bN1+Uc0r1VqdOHSZMmMCyZct44IEHaN26NQD24hxCjmwov8i0/2vsuWlg6q5CERERkarEKM3HlbaZ8G0fErbvC5zZhzFME4/Hw+jRo3n77bdZsmQJnTt31jgpERE5RWxsLJMnTwZg3fEQvk13WZxIRCpDkc9g6W4PJgZt2rRh/PjxVkcSETmjcy4Jjx07RmhoKF26dDnre7t3747b7SYlJeW8wl2olStXsmLFCjp16sQ111xz2vf95S9/AWDkyJFER0f/5PgPX+ISEhJIT0+veD0hIYHk5GRsNtvPfuB36tSJfv36AbBixYqLck4JDiEhIfzqV7/itddeY+nSpdxwww2Eh4eXP12YfYiwpJWEb/8QV9oWjNKCs/9AEREREakcAR+OkwcJ3fs54ds/xH10KzZvIQDdunVj3rx5LF++nPvuu48mTZpYHFZERKqyUaNG0aNHDwDe3BPOydJzviwnIlXc20nhZJbYcbvdzJ07F6fTaXUkEZEzOudvI2FhYfh8vjOO7zzlBDabJSN20tPTefTRRwkJCeGpp546bYaioiK2b98OQJ8+fX72PZ06dSIiIgLTNFm7dm3F6xs2bACgXbt21K5d+2fXxsfHA5yy7kLOKcGnTZs23H///SxfvpzZs2dXjCCwlRXgProFz/ZlhO7+FGf6HvBpHKmIiIhIpTMD2HPTCDm0Bs/W9wk9sBpH3lEMyidDjBs3jnfffZff//73DB48GLfbbXViERGpBgzD4JFHHiEyMpJCn40/7QonoCFCIkFjwwkX646Xfy+cPHkysbGxFicSETm7c27vmjdvzrZt21i9ejUDBw4843sTEhIoLi6mY8eO5x3wfM2ePZucnBzmzJlDq1atTvu+Q4cOVRSeLVu2/Nn32Gw2mjVrRmJiIvv27at4ff/+/WdcB+X/ewGkpaVRVFREWFjYBZ1TgldISAjXXXcd1113HSkpKXz22Wd8/vnnZGdn4yg4gaPgBO6Uf+Ov1Rhv7Vb4opqBXXvciIiIiFwUpomtKAtn1gEcJw9i8xZXHLLZbPTu3Zvrr7+enj17ap9BERE5b3Xr1mXmzJk8+uijJGa7+CI1hOua6oZgkeruZKmN/9sbDkDPnj0ZOXKkxYlERH6Zc/7b7YgRI9i6dSsLFiygSZMmtGnT5mffd/jwYebPn49hGAwZMuSCg56Ld955h7Vr19KzZ09uu+22M773x6M8GzRocNr3xcTEkJiYSEZGxk/W1q9f/4zrfpCRkUFsbOwFnVNqhmbNmjFp0iTuvPNONm/ezKpVq1izZg3FxcU4co7gyDmCaXPgi26Ot04r/JENwdCYEhEREZFzZZTk4Tx5EEfWAewluacc69ChA4MHD+bqq68mKirKooQiIhJsrrzySoYOHcpnn33GsgNhdIj20sTjtzqWiJyngAl/2hVOoc9GZGQkjzzyiPanFpFq45xLwhtvvJG//OUv7Nu3j9GjR3PVVVfRrVs36tatC8DJkyfZsmULq1evpqysjBYtWjBu3LiLHvx0Dhw4wG9/+1vCw8N58sknz/qBXFDwn/3eQkJCTvu+H479+P2FheV7kYSGhp523Y+P/bD2Qs55rvx+P3v37j3v9WK9WrVqceONNzJixAi2bdvGhg0bSExMJBDw4czajzNrPwFHCL7o5vhqt8AfUV+FoYiIiMgZGKX5OE4expl9CHth5inHGjRoQM+ePenZsyf16tUD4MSJE5w4ccKKqCIiEqSGDBnCxo0byczM5JVdHhZ2z8Whv8qLVEtfpIaQmO0CYOzYsWRmZpKZmXmWVSIil4bf78dut5/2+DmXhCEhIbz88svMmDGDnTt38uWXX/LVV1+d8h7TLB+o3q5dO1588cUzFmEXk9fr5eGHH6akpIQlS5bQuHHjs67x+8vv1HI6nWcsFF0u1ynvB/D5fBVrz7bux2sv5JxSc7lcLnr06EGPHj0oKChg06ZNbNiwgQMHDmDzleDK2IMrY48KQxEREZGfcaZisFatWvTo0YNevXrRtGlT3fktIiKVLiQkhDvuuINnnnmGlAIHyw+GMaZ1kdWxROQcpRbYWXYgDID4+Hi6du1qcSIRkXNzXptpNGnShGXLlvHZZ5/xxRdfkJiYSGZmJn6/n6ioKNq3b8+QIUMYPnz4GQu0i+3FF19k586dXH311fz617/+RWvc7vLNZL1eL6ZpnvaCQFlZGXBqIfhD+en1ek/7839Y9+O1F3LOc2W322nbtu15r5eq64orruDuu+/m2LFjfPPNN3z99dfs3btXhaGIiIjI985UDEZHR9O/f38GDBhAly5dznhnpYiISGVo27Ytx44d45133uEfKSF0qlNG+2if1bFE5Bcq88PLuzx4AwaNGjVi3rx5hIWFWR1LROQUW7duPePx8yoJAWw2G8OHD2f48OHn+yMuqi1btvCnP/2J6OhoHn/88V+8Ljw8vOLfS0tLT/vUY0lJ+SbSHo/nJ2t/OPZziouLK/79h7UXck6R/9awYUNuueUWbrnllorCcPXq1ezZs+fnC8PoWPwRDcGmwlBERESCj1GSizM7GUf24dMWg1dffTWdO3dWMSgiIpa7/fbb+e6779izZw+v7vLweM9cIpym1bFE5BdYdiCMIwUObDYbc+bMUUEoItXSeZeEVc2yZcvw+/0UFRVxww03/OR4fn4+ABs2bKBv374AvPDCCzRs2LDiPenp6TRr1uxnf/4Pe5DExMRUvNagQQO2bdtGenr6aXP9sM4wjIp9Gy/knCJn8ksLQ9PuwhfVFF90LL7IJmAPmo8CERERqWlME1vxSRzZyTiyk7EXZ59yODo6miuvvJIBAwaoGBQRkSrH4XAwb948Jk6cSHZJCW/uCefejgVo8rVI1bY9y8k/U0MBGD9+PB07drQ4kYjI+QmaZuCHfRBLS0spLS097fu8Xm/FxrFer5fmzZvjcDjw+XwcOnToZwu7QCBASkoKAK1bt654vXXr1qxcuZLDhw+f9nzJyckANG7cmNDQ8l8cF3JOkV/q5wrDf/3rX+zatQvDX4Yz6wDOrAOYNju+yCblhWFUU3C4rY4uIiIicmZmAHtBekUxaCsrOOVwnTp16Nevn4pBERGpFpo0acL06dN56qmn+C7DzTfHvAxodPprWyJirdwyg6W7yie/derUid/85jcWJxIROX9BUxI++eSTPPnkk6c9PmvWLD7++GP69evH66+/fsqxrl27snHjRv79739z1VVX/WTtjh07KCgov/DQvXv3itd79uzJH//4R3bt2kVeXh6RkZE/WZuQkFDx3h84nc7zPqfI+fhxYZiRkcG6detYs2YNW7duxe/348xJxpmTjGkY+CMalo8ljWqG6dKYBBEREakiAn7s+ce+LwZTsPmKTzncuHFj+vfvT//+/bn88suxabS6iIhUI0OGDGHDhg2sXr2ad5LCaVPLS6PwgNWxROS/mCa8tttDntdGeHg4c+fOxeEImkvsIlID6RMMGDZsGBs3bmT58uXcdddd1K5d+5Tjr7zyCgBXXnklTZo0qXi9R48e1KtXj4yMDN544w1mzJhxyrqdO3eydu1aAG655ZaLck6RC1WvXj1GjhzJyJEjycvLY/369axZs4aNGzdSWlqKI+8ojryjkJyAP7wuvqhYfNHNCIREoXknIiIickn5SnHkpuLITsGRm4oR8J5yuHXr1hXFYIsWLTD0XUVERKopwzB48MEH2bVrF+np6byUGMGjV+Ti0sPwIlXKyiMhbMtyAfDAAw/QoEEDixOJiFwY3V4L/PrXvyY2Npbc3FwmTJjAnj17AMjNzeXRRx/lq6++wuFwMG3atFPW2e32imLw1VdfZenSpRWjTtevX8+UKVMwTZMBAwbQpUuXi3JOkYspMjKS6667jscff5wVK1awePFirrnmGjye8pEJ9sJM3GmbCN/5MeE7PsKdsgF73jEwdTejiIiIVA6jNB/niURC93yGZ+t7hB78Bmf2IYyAF8Mw6NSpE1OnTuX999/ntddeY/z48bRs2VIFoYiIVHsRERHMmzcPm81GSoGD9/eHWx1JRH7kYJ6dDw6UT90aOnQogwYNsjiRiMiF05OEgMvl4vnnn2f8+PHs3r2bG264gYiICAoLCwkEysuQhQsXEhcX95O1N954I1u3buXDDz/kd7/7Hc8//zxOp5OioiIA2rRpwzPPPHNRzylSGUJDQyvuxPf5fGzbto1169axbt06Tpw4ga00H9eJRFwnEjHtbnxRTfFFNcNXqzHYnVbHFxERkerKNLEVZeHIScGRnYy9OPuUwy6Xix49ehAfH0+fPn1+MoFDREQkmHTu3Jk77riD119/nS/TQmgf7aVHTJnVsURqvCKfwR93RuA3DWJjY7nvvvusjiQiclGoJPxeu3bt+OSTT3jllVdYvXo16enpeDwe4uLiuPPOO+ndu/fPrjMMg8cff5z4+Hjef/99du/eTUlJCc2bN2fIkCHcddddFU9lXaxzilQ2h8PBFVdcwRVXXMG9997L/v37WbduHQkJCSQlJWH4S3Fm7ceZtR/TsOOPbFheGEY1xXTpTkcRERE5i4APe94xHDlHcOSkYPMWnXK4Vq1axMfH07dvX7p3705ISIhFQUVERC69sWPHsmXLFjZv3szre8JpHuGjXqgm+ohYxTThjT3hZJTYcblcLFiwgNDQUKtjiYhcFIZpmqbVIaRybN26FUBPI8pFlZ6eXvGE4ZYtW/D7/acc94fVqXjKMBBWR/sYitRQ4Vs/wOYt/MnrAWc4hXFjLEgkIlYzvMXYvy8FHXlHMQK+U443bdqUvn37Eh8fT4cOHbDbtQmTiIjUXFlZWUycOJHs7GxaRnqZ1y0PhzYNqnYyim08uD4agN/1yVbZW019lebm//aWPwTy4IMPMmLECIsTiYj8cmfrifQkoYick5iYGEaNGsWoUaMoKChgw4YNrF+/ng0bNpCfn4+9KAt7URbuo1sJOMMqCkN/ZEOw6SNHpMYwy28guPvuuxk1ahQff/wxS5curXhdRGoA08RWnFNeCuakYCvM4Me3DtlsNjp06EB8fDzx8fHExsZaFlVERKSqqVOnDnPnzuWhhx7iYJ6TDw6E8ZvLis6+UEQuqsP5dt7dVz416+qrr+b666+3OJGIyMWlK/Yict48Hg+DBg1i0KBB+Hw+du7cSUJCAgkJCaSmpmLzFuHK2IsrYy+mzYEvshH+qGb4ajXBdIVZHV9EKpNZfofsqFGjCA0NZdSoUd+XhLpzViSoBfzY84//Z4xoWcEph8PCwir2F+zVqxdRUVEWBRUREan6unfvzrhx43j77bdZeSSUy2r56Kn9CUUumUKvwQs7IvAGDBo3bsyDDz6IoYlZIhJkVBKKyEXhcDiIi4sjLi6OqVOnkpKSQkJCAuvXr2fHjh0EAj6cOSk4c1IA8IfXxVfrh7GktTWWVCTYGOWzkD7++OOKJwl//LqIBA/DW4w9N7W8GMxN/ckY0fr161c8LdilSxdcLpdFSUVERKqf22+/ncTERDZv3sxru8Np6vHRMEw33olUtoAJS3d7KvYhXLRoER6Px+pYIiIXnfYkDGLak1Cqitzc3IqxpN9++y2FhafuU/afsaRN8Uc0ArvuXxCp7rQnoUgQM01sxdnfPy14BFth+iljRA3DoF27dsTHx9O3b19atGihO65FREQuQHZ2NnfddReZmZk0CfexoHsubm3dWy1oT8Lq69PkED44UD5m9JFHHmHo0KEWJxIROT/ak1BELFerVi2uvfZarr32WrxeLzt27KgYS3r06NH/Gktqxx/RqKI0NF3hVscXkfNxukJARYFI9RTwfT9GNKW8GCw79SaA0NBQevToQZ8+fejVqxe1a9e2KKiIiEjwiY6OZsGCBUyfPp3UQgf/tzecuy8v1FdrkUqyJ9vBhwfLt8kZNmyYCkIRCWoqCUXkknI6nXTr1o1u3boxbdo0UlJSWL9+/Y/Gkvpx5B7BkXsEksEfVuf7wrAZgbA6KhhEREQuEcNbjP37vQUdeUc1RlRERMRCnTp1YvLkybz00kusOx7CZbV8DGxcanUskaBzstTGHxMjCJgGrVq1Yvr06VZHEhGpVCoJRcQyhmEQGxtLbGwst9xyC3l5eXz77bckJCSwYcMGCgsLsRdlYS/Kwn10KwFnaMU+hv5IjSUVERG5qEwTW/HJ78eIpmAvzDzlsGEYdOjQgT59+tCnTx+NERUREbnEbrrpJnbu3Mm//vUv3k4Kp6nHz2W1fGdfKCK/iDcAL+zwkFtmw+Px8Nhjj+F2u62OJSJSqXSFXUSqjMjISAYPHszgwYPx+Xzs2LGD9evXk5CQQGpqKjZvMa7MJFyZSZiGHX+kxpKKiIhckIAPe96x8mIw96djRMPCwujRowfx8fH06tWLqKgoi4KKiIiIYRjMmjWL5ORkkpOTeXFHBI/1yCHKbVodTSQovLsvnAN5TgzDYN68eTRp0sTqSCIilU4loYhUSQ6Hg65du9K1a1emTp3KkSNHSEhIYP369Wzfvl1jSUVERM7T2caINmzYkPj4ePr06UOXLl1wOp0WJRUREZH/FhYWxuLFi5k8eTLZRUX8cWcEj3TNw2GzOplI9favo26+SgsB4Pbbb6d3794WJxIRuTRUEopItdC0aVPGjBnDmDFjyM/P59tvv2X9+vVs2LCB/Pz8/xpLGl5eGEY3wx/REGx2q+OLiIhYxzSxleSWl4I5KdgK0vnxrTQ2m4327dtX7C8YGxurMaIiIiJVWLNmzZg9ezbz589nb66Tv+wPY1ybIqtjiVRbh/LsvJVUPqGqT58+/M///I/FiURELh2VhCJS7URERDBo0CAGDRqEz+dj586dJCQksG7dOtLS0rB5C3Fl7MGVsQfT5sBXqwm+qKb4azXFdIZYHV9ERKTymQHs+Se+LwaPYCvNO+VwaGgoPXv21BhRERGRaqp///6MGzeOd955h3+mhtI8wke/hmVWxxKpdvLKDJ7bEYE3YNC4cWPmzJmDzaZHc0Wk5lBJKCLVmsPhIC4ujri4OKZMmUJKSkpFYZiYmAgBH87swzizD2Ni4PfE4Itqhi86FjMk0ur4IiIiF4/fiyM3taIYNPynXiisV68effv2JT4+nri4OFwul0VBRURE5GK444472LdvHxs2bODNvR4ahufRKtJ39oUiAoAvAC/siOBkqZ2QkBAWL15MRESE1bFERC4plYQiEjQMwyA2NpbY2FhuvfVWcnJyWL9+PQkJCWzcuJGSkhIcBSdwFJyA1I34Q6MrCkPtYygiItWR4S3GkXMER3Yy9ryjGKb/lONt2rQhPj6evn370rp1a40RFRERCSJ2u5158+YxZcoUUlNTeX6Hh8e65xLlNq2OJlItvLMvnL255ftvz507l5YtW1qcSETk0lNJKCJBKyoqiqFDhzJ06FBKS0vZsmUL69atY926dZw8eRJ7cTb24mzcx7YRcIXji4rFFx2LP6I+GBotISIiVZNRmo8jO7m8GCxIx+A/FwIdDgddu3alX79+9OnTh5iYGAuTioiISGWLiIhgyZIlTJkyheyiIl7YGcGsrnk49VdakTP6Os3NV2nlW9KMHz+e/v37W5xIRMQaKglFpEZwu9307t2b3r17c//997N7927Wrl3LmjVrSE1NxVZWiCt9F670XZh2N76opviiY/FFNga7PipFRMRCpomt+OR/isHi7FMOh4aG0rt3b/r160evXr3weDwWBRURERErxMbGMnfuXObOncu+XCdvJ4VzR9tCDcsROY19uQ7+nBQOQN++fRk/frzFiURErKMr3yJS49hsNjp06ECHDh24++67SU5OrigM9+7di+EvxZm1H2fWfkybA1+tpvhqN8dXq6kKQxERuTRME1tRFo6T5fvq2krzTjkcHR1N37596devH926ddP+giIiIjVc3759mTBhAm+88Qarj4bQzONjcJNSq2OJVDmZJTae2x6B3yzfsmbOnDnYbHr0VkRqLl3tFpEazTAMmjdvTvPmzRk3bhzp6emsXbuWtWvXsnXrVgIBH87sQzizD31fGDbBV7sFvlpNwO60Or6IiASTimLw0PfFYP4phxs1akS/fv3o378/7du3x263WxRUREREqqJx48axf/9+/vWvf/HOvnAahflpX9tndSyRKqPUD89tjyDPa6sY1RseHm51LBERS6kkFBH5kZiYGEaPHs3o0aPJy8tj7dq1rF69mk2bNuH3+3Bmlz/RYdrs5U8YRjfHF9VUhaGIiJwf08RWmIkz+zCO7EPYSgtOOdy0aVOuuuoqBgwYQKtWrTA0N0xEREROw2azMXv2bNLS0jhw4AAv7IzgsR65xIQGrI4mYjnThD/t9pBc4MBms7FgwQKaNGlidSwREcupJBQROY3IyEiGDRvGsGHDyMvLY926dXzzzTd89913+Hw/UxjWaVX+hKFNT3aIiMiZ2YqycWQdwHnyILayU4vBZs2aMWDAAAYMGECLFi1UDIqIiMgvFhoaypIlS5g8eTI5OTn8YXsEj16RS6iuAEoN90lyKN+muwGYNm0a3bt3tziRiEjVoK8IIiK/QGRkJEOHDmXo0KHk5+ezbt06Vq9e/dPC0O7CW7sFvjqt8Hvqo53iRUTkB0ZZIY6sgzizDmAvPnnKsdjYWAYMGMBVV12lYlBEREQuSIMGDVi0aBH3338/aYXwyq4IpnfKx6avF1JDbcpw8tHBMACGDRvG6NGjLU4kIlJ1qCQUETlHERERDBkyhCFDhlQUhl9++SWbNm0i4C/DlbEXV8ZeAi4P3jot8dVpRSA02urYIiJiBV8ZjuzD5cVg/jF+fG2uUaNGDBo0iIEDB9KiRQvLIoqIiEjw6dy5M/fffz/PPPMMWzJdLD8Yyk2tiq2OJXLJHSmw88quCAA6duzIjBkzdEOeiMiPqCQUEbkAPy4Ms7Ky+Oqrr/jiiy9ISkrCVlaA+9h23Me24w+rjbdOK3x1WmM6Q62OLSIilckMYM9NxZm5H0fOEQzTX3EoMjKSgQMHcs0119C+fXtdoBAREZFKc/3113PgwAE+/vhjPkkOo3G4n/gGZVbHErlk8soM/rA9glK/QUxMDIsWLcLlclkdS0SkSlFJKCJykdSpU4ebbrqJm266ieTkZFatWsWqVas4duwY9qKT2ItOYqZuwhfVDG+9tvgjG2kcqYhIEDFKC3BmJuHMSMLmLap43e1207dvXwYPHkzPnj1xOPQVXERERC6NadOmkZyczObNm3l9j4cGYbm0jPSffaFINecLwAs7I8gssRMSEsKSJUuoXbu21bFERKocXaEQEakEsbGx3HnnnUyYMIHExES++OILvvzySwoKCir2Lwy4PXjrtsVb9zJMV5jVkUVE5HwEAjhyUnBm7sWem3bKONFu3bpx3XXX0b9/f8LC9DkvIiIil57D4WDhwoVMmTKFtLQ0nt0eyWM9coh2m1ZHE6k0pglvJ4WzN8cJwOzZs7nsssssTiUiUjWpJBQRqUSGYdCxY0c6duzI1KlT+eabb/j73//O9u3bsZUW4E7bhCttM76opuVPF9ZqDIbN6tgiInIWRkkezowknJn7sPn+s79P7dq1GTZsGMOGDaNRo0YWJhQREREpFxkZyRNPPMHUqVPJKSzkue2RzOmWi8tudTKRyrEqLYSvj4YAMH78eK666iqLE4mIVF0qCUVELhG32821117LtddeS3JyMp9++imff/45eXl5OHNScOakEHBHUFa/A966l4HdaXVkERH5MdPEXnAC5/GdOHNSKl42DINevXoxfPhw+vTpo3GiIiIiUuXExsYyf/58Zs+ezcF8B2/s8TCpfYF2wJCgk3jSwbv7yqd4XHnllYwfP97iRCIiVZuuYIiIWCA2NpapU6cyceJE1qxZw6effsrmzZuxleYTkvJv3GlbKItph7d+e0xnqNVxRURqNjOAIzsZ1/Ed2AszK16uV69exVOD9evXtzCgiIiIyNn17t2bSZMm8corr5Bwwk1Tj4/hsSVWxxK5aE4U2XhxZwQB06BVq1bMnj0bm03TmkREzkQloYiIhVwuF4MGDWLQoEEkJyfz4YcfsnLlSrzeUtzHtuE6vhNv3VZ463ckEBpldVwRkZrF78WZuQ/XiZ3YSgsqXr788ssZM2YM/fr101ODIiIiUq2MGTOGAwcO8MUXX7DsQBhNwv10qeu1OpbIBSv2wbM7Iij02YiKimLJkiWEhuqmaxGRs9FVDRGRKiI2NpaZM2cyYcIEVqxYwYoVK8jLy8OVkYQrIwlvVDPKGl9BICza6qgiIsHN78V1IhHX8UQMfylQPlI0Pj6eMWPG0KlTJwzN5hIREZFqyDAMZs6cSWpqKrt37+alRA8LuufSKDxgdTSR8xYw4ZVdEaQVOnA4HCxatIgGDRpYHUtEpFpQSSgiUsXUrl2bCRMmcOutt7Jy5UqWLVvG0aNHceak4Mg5gq9ua0obd8N0hVsdVUQkuJgBnBlJuI5uweYtBsDpdDJkyBBuuukmmjVrZnFAERERkQvndrtZvHgxkyZNIisriz9sj2Rh91zCnabV0UTOy18PhrIl0wXAjBkzZBXfvQAAIABJREFU6Ny5s8WJRESqD5WEIiJVVGhoKCNHjmTEiBGsWbOG119/nSNHjuDM3Icj6yBl9dtT1rAzONxWRxURqd5ME0dOMq7UTdhLcoHycdA33ngjN998M9HReoJbREREgkvdunVZvHgx06dP50QxvLzLwwOd87FpWIJUMxvTXfwtOQyAUaNGcf3111ucSESketHOrSIiVZzdbmfAgAG8+eabPPDAA9SuXRvD9OM+vgPP9g9xHt8JAY2GERE5H7aCdML2fEro/q+wl+RiGAZDhw7lnXfeYdKkSSoIRUREJGi1b9+emTNnArA9y8Xyg9q/TaqX1AI7S3d7AOjSpQvTpk2zOJGISPWjJwlFRKoJh8PBr371K6655ho+/PBD3n//fYqLiwk58i3OrIOUtLySQGiU1TFFRKqHgB9X2mZcx3fwww3zvXv35u6776Zly5aWRhMRERG5VK677jqSkpJYvnw5nySH0TzCT4+YMqtjiZxVodfg2R0RlPoNYmJiWLhwIQ6HLnWLiJwrPUkoIlLNhIaGctttt/Hee+8xcuRIDMPAXpRJWOL/w3k8EUztIyEicia2oizCdv0N9/cFYevWrXn22Wd58sknVRCKiIhIjTNlyhS6dOkCwNLdHlIL7BYnEjmzgAkvJ3pIL7bjcrlYvHixJoCIiJwnlYQiItVUdHQ0M2bM4A9/+AP169fHMP2EHNlA6N7PMUoLrI4nIlL1mAFcx7YRtusT7MXZ2Gw2brvtNl5++WXi4uKsTiciIiJiCYfDwcKFC4mJiaHUX/50VqFXmxNK1bX8YCjbT7oAmDlzJm3btrU4kYhI9aWSUESkmouLi+ONN95g2LBhADjyjxGeuAJ7/nGLk4mIVCF+L6FJ/8SdugnDDNC0aVNefPFFJkyYgNPptDqdiIiIiKWio6NZvHgxLpeL9GI7r+7yENCQGqmCNmU4+SQ5DIAbb7yRa6+91uJEIiLVm0pCEZEgEB4ezsMPP8wTTzxBdHQ0hr+M0KSV2HPTrI4mImI9Xylhe1fiyDsKwOjRo/nTn/5E+/btLQ4mIiIiUnW0bduWBx54AICtWS7+nhxqcSKRUx0vsrF0lweAzp07M2XKFIsTiYhUfyoJRUSCSHx8PC+99BKNGjXCCPgJ3fcFjuxkq2OJiFjG8BYTtvcz7IXpGIbBzJkzue+++wgJCbE6moiIiEiVM2TIEEaMGAGUj3TceVITF6RqKPXDCzsiKPbbqF27NgsWLMDhcFgdS0Sk2lNJKCISZBo2bMjzzz9P8+bNMcwAIfu/wnHykNWxREQuOcNbQuiez7AXncRmszFv3jyuv/56q2OJiIiIVGn33HMPbdu2xcTg5UQPWSW6fCjWMk34v70ejhQ6sNlsLFy4kDp16lgdS0QkKOi3vIhIEKpbty7PPvssl112GQYmIYfWYpQVWh1LROSScqesx16Sg9PpZNGiRQwaNMjqSCIiIiJVntvt5rHHHiMyMpJ8r40Xd3rwBaxOJTXZ10fdrDvuBmDy5Ml07tzZ4kQiIsFDJaGISJCKiorit7/9bfkehQEvIYcTym+/ExGpAezZKTi/f4p6xowZ9OvXz+JEIiIiItVHgwYNmDdvHoZhcCDPyQcHwqyOJDXU4Xw77ySFA3DVVVdx0003WZxIRCS4qCQUEQliUVFR3HfffQA4co/gOHnQ4kQiIpeAr4yQ5AQArrjiCoYNG2ZxIBEREZHqp2fPnvzP//wPACuPhLI5Q/sTyqVV7DP4484IfKZB48aNefjhhzEMw+pYIiJBRSWhiEiQGzBgAH379gXAfWSjniYUkaDnOpGIzVtESEgIDz74oC4kiIiIiJyn8ePH06VLFwD+tNtDZrEuJcqlYZrw5p5wThTbcTqdLFy4kPDwcKtjiYgEHf1mFxEJcoZhMHHiRABs3iJsJTkWJxIRqVyO3DQAhg8fTqNGjSxOIyIiIlJ92e125s+fT1RUFIU+G39M1P6EcmmsPurm3+nl+xBOmzaNyy67zOJEIiLBSSWhiEgN0Lx5c2rXrg2APe+YxWlERCqR34utKAMoHzUqIiIiIhembt26zJkzB4ADeU4+Oqj9CaVypRTYeWfff/YhvOGGGyxOJCISvFQSiojUAIZhEBcXB4A9XyWhiAQve0E6hmlis9no3Lmz1XFEREREgkLPnj0ZO3YsAP9ICWXnSe1PKJWjzA8vJ3rwBgwaNWrEQw89pO0DREQqkUpCEZEaomHDhgAYvlKLk4iIVB7DVwKAx+PB4/FYnEZEREQkeEyYMIH27dsD8OouD3llKm7k4nt/fzhphY6KUbf6Ti8iUrlUEoqI1BDp6ekAmC5t9C0iweuHz7i8vDxKS3VThIiIiMjF4nA4mDdvHmFhYeSW2Xh9jwfTtDqVBJPNGU6+TAsBykvpyy+/3OJEIiLBTyWhiEgN8UNJGHDpLjwRCV4//oz74XNPRERERC6ORo0aMWPGDAC2ZLr4Ms1tcSIJFtmlBq/tKf8uHxcXxy233GJxIhGRmkEloYhIDVBQUMC+ffsACLgjLE4jIlJ5TFcYpmEHYOvWrRanEREREQk+1157LYMHDwbKR0OmFtgtTiTVXcCEP+3yUOC1ERERwZw5c7Db9edKRORSUEkoIlID/P3vf6eoqAjT5sAXHWt1HBGRymPY8NVuAcCyZcsIBAIWBxIREREJPjNmzKBBgwZ4Awav7PLg1VcuuQD/TA1hZ7YLgIceeoiYmBiLE4mI1BwqCUVEgpzX6+Wjjz4q//d6bcGhcTAiEtzKGnQC4MiRI6xbt87iNCIiIiLBx+PxMHfuXGw2GykFDv56MMzqSFJNpRbY+fBA+Z+fYcOGceWVV1qcSESkZlFJKCIS5JYtW0ZmZiYmBmX1O1gdR0Sk0gXCovHVagrA66+/TklJicWJRERERIJPp06dGDt2LAD/SAlhT7bD4kRS3XgDfP8kqkGjRo245557rI4kIlLjqCQUEQliW7du5fXXXwfAG9MW0+2xOJGIyKVR2rgrpmFw+PBh/vCHP2CaptWRRERERILO+PHjadOmDSYGS3d7KPYZVkeSauSvB8NIKXBgs9mYM2cOYWF6IlVE5FJTSSgiEqSysrJYtGgRgUAAf1htSpv2tDqSiMglEwivS2mTHgCsXLmSTz/91OJEIiIiIsHH6XQyd+5cXC4XmSV23k5SySO/zJ5sB/9ICQFg7NixdOzY0eJEIiI1k0pCEZEgVFRUxIIFCzh58iSm3UVxq4Fg0+gXEalZvPU74I2OBeC5555j+/btFicSERERCT6xsbFMnjwZgLXHQ9iY7rI4kVR1xb7yJ09NDNq0acPtt99udSQRkRpLJaGISJApKirikUceYefOnQCUtOiPGRJpcSoREQsYBiXN+xNwR+L1enn44YfZsmWL1alEREREgs6oUaPo0aN8isObe8PJKdXYUTm9d/aFkVlix+VyMXfuXBwO3dQsImIVlYQiIkGkoKCAhx56iB07dgBQEhuP7/unaEREaiSHi6K21xFweSgpKWHWrFl89913VqcSERERCSqGYfDwww8TERFBgdfG63s8aEto+TmbMpysOVY+ZnTSpEnExuqahYiIlVQSiogEiZycHGbOnEliYiImUNy8H96YdlbHEhGxnOmOoKjdMALuCEpLS5k9ezYJCQlWxxIREREJKvXq1WPGjBkAbMtysfqo2+JEUtXklhm8sccDQLdu3Rg1apTFiURERCWhiEgQ2L9/P5MnT2bPnj2YGJS0uBJfvTZWxxIRqTJMt6e8KAwpHz06d+5c3n//fUzd4i4iIiJy0QwaNIiBAwcC8N7+cE4U6dKjlDNNeGOPh3yvjfDwcGbNmoXNpj8fIiJW0yexiEg1980333DPPfdw/PhxTJuDklZX46vb2upYIiJVjukKp6jdMPzhdTFNk1dffZUlS5ZQWlpqdTQRERGRoDFjxgzq1q1Lqd/g1V0e/AGrE0lV8M0xN1syXUD5n5GYmBiLE4mICKgkFBGptgKBAG+88QYLFiygpKSEgMtD0eXD8dVubnU0EZEqy3SGUdRuGN46rQBYtWoV9957L+np6RYnExEREQkOkZGRzJo1C4D9eU4+SQ61OJFY7USRjXf3hQNw9dVXM3jwYIsTiYjID1QSiohUQ1lZWTz88MP8+c9/BsAX0YCi9iMIhNWxOJmISDVgc1DS4kpKmvbExCApKYmJEydqn0IRERGRi6R79+78+te/BmDF4VAO5DksTiRW8QfglV0eSv0GdevW5f7778cwDKtjiYjI91QSiohUM//+97+58847+e677wAoi7mc4jZDMJ26O1NE5BczDLwNOlLc5lpMu5u8vDzmzJnDc889p/GjIiIiIhfBXXfdRfPmzQmYBq8keij1W51IrPBJcigH8pwAzJ49m8jISIsTiYjIj6kkFBGpJsrKynjhhReYNWsWOTk5mHYXxa0GUhrbB7TZt4jIefHXakxhx5H4IhoA8PHHHzNlyhQOHz5sbTARERGRas7tdjNv3jycTicniu289/24Sak5DuQ6WHG4/Ibmm266iSuuuMLiRCIi8t90VVlEpBo4ePAgU6dOZfny5QD4PPUp7DBS+w+KiFwEpiuc4rZDKG3cDRODgwcPMmnSJP76178SCASsjiciIiJSbbVu3Zo777wTgK+PhvBdhsviRHKpFPsMXk70EDANWrRowcSJE62OJCIiP0MloYhIFeb3+3nvvfeYNGkS+/fvx8SgtFFXitsNxXR7rI4nIhI8DBtljeIoajeMgMtDaWkpzz//PA899BDp6elWpxMRERGptm6++Wa6desGwOu7wzlZosuRNcFbe8NJL7HjdDqZP38+brfb6kgiIvIz9FtZRKSKSk1NZfr06SxduhSv10vAHUFRu2GUNe4Khj6+RUQqQyCi/Eltb53WAGzatIk77riDlStXYpqmxelEREREqh+bzcacOXOIjIyk0GfjlV0eAvpaFdTWHXORcKK8FJw6dSotW7a0OJGIiJyOrjKLiFQxgUCAFStWMHHiRHbu3AlAWUw7CjuMJBBR3+J0IiI1gMNFScsrKW49iIAjhMLCQv73f/+X+fPnc/LkSavTiYiIiFQ7devWZdasWQDsyXHyyff71EnwOVFk462k8slHffv2ZeTIkRYnEhGRM1FJKCJShZw4cYKHHnqIZ599lpKSEgLOMIraXEdpbDzYnVbHExGpUXzRsRR1HIU3KhaAtWvXcscdd7B69Wprg4mIiIhUQ/Hx8YwaNQqAjw+Hsi/XYXEiudh8AXg5MYISv0HdunV56KGHMAzD6lgiInIGKglFRKoA0zT57LPPmDBhAps2bQLAW6cVhR1H4a/V2OJ0IiI1l+kMpaT1QIpbXIlpd5Gbm8vChQtZvHgxeXl5VscTERERqVYmT55My5YtCZgGf9zpId+rAimYfHAgjIP5DgzDYO7cuURFRVkdSUREziJob9nJz8/n7bffZtWqVRw+fJiysjJiYmLo1asXd9xxB23atPnZdYcOHeLll19m/fr1ZGdnEx0dTe/evbn77ru57LLLTnu+QCDABx98wPLly9m/fz+GYdCiRQtGjRrF2LFjsdvtp117vucUkeCQlZXFM888w/r16wEIOEIobd4XX3SsxclERAQAw8BXtzWFkQ0JObQWR14aX375JVu2bGHmzJnEx8dbnVBERESkWnC73SxYsIBJkyZxsqSEpbs83N85H5u6wmpvU4aTlUfKx8iOGzeOrl27WpxIRER+CcM0zaDbKvjw4cNMmDCBtLQ0oPwLiM1mo7i4GACn08mSJUu44YYbTlm3fft2xo8fT1FREYZh4PF4yM/Pr/gZv//97xk8ePBPzmeaJvfffz+fffYZACEhIQCUlJQA0KtXL1577TVcLtdP1p7vOX+JrVu3AhAXF3de60Wk8q1Zs4bf/va3FU+jeKObUxrbB9Op/RmkegvftgxbWcFPXg+4PBR2udmCRCIXiWnizEzCnbIBI+ADYMSIEUydOpXQUH12i4iIiPwS//znP3niiScAGNOqkOGxJRYnqhwZxTYeXB8NwO/6ZFMvNGBxosqRUWxj/sZaFPlsxMXF8bvf/e6MD0yIiMilc7aeKOjGjfp8PqZOnUpaWhpN/j97dx5dVXnvf/y99z5TThKSEMIcQgIEUAQUZJ5lHlRwQkWcELVKpfVWvQ6tVe+9tdfalp9tsajtrW1tq22tIlaxWmZQGYqEIUwhYUoCmYeTM/7+OBJNZRKS7CR8Xmu51ul59j7PB7r0nL2/+/k+nTvzyiuvsGXLFjZv3sxbb73FoEGDCAQCPPbYY2RlZdWeV1payt13301VVRVjx45lxYoVfPrpp6xcuZJx48ZRU1PDd77zndrC45f94he/4N1338Xr9fLjH/+YTZs2sXnzZp5//nliY2PZsGEDzz777FfOO585RaR5q6qq4n//93954oknKCsrI2K5qM4Yg6/bWBUIRUSaMsMgkNKTyj4zCca3B+Dtt99m/vz57Ny50+ZwIiIiIs3DxIkTmTp1KgCv7/OSXdJim521eIEwvLAtnqqgSVJSEk888YQKhCIizUiLKxL+/e9/Z+/evViWxQsvvMDw4cMxTRPDMOjZsycvvfQSGRkZBAIBXnzxxdrzXn31VYqKikhNTWXRokW0a9cOgHbt2rFo0SIuvvhiqqqqWLx4cZ35KioqeOWVVwB49NFHmTp1KpZlYZom06ZN4wc/+AEAf/jDH75S7DvXOUWkedu5cyfz58/nnXfeASDYqkP0ZnNyBmhDb2khIubJLwpP9b5IcxNxx1Pdcwq+zpcTMUzy8vK47777+N3vfkcoFLI7noiIiEiT98ADD3yxP2FWHOV+XQ83R3/Y42X/5/sQPv744yQnJ9sdSUREvoYWVyRcsWIFEG3x2bt376+Mu93u2jajn3zyCRBtF/qHP/wBiPbM/ve2oE6nk3nz5gGwbNky/H5/7djSpUspLy8nMTGRmTNnfmW+iRMnkpGRQTAYrC0InO+cItI8nfj3/r777uPgwYNEDBNf6iCqMycTccXaHU+kXoXi2n2t90WaJcMg0OESqnrPIORJIBQKsWTJEh588EGKiorsTiciIiLSpLndbp588kk8Hg/FNRY/z4oj3OI2RWrZ1h11sfxgtBvS3LlzGTBggM2JRETk62pxRcKLLrqISZMmMWrUqFMek5KSAkRXAQLs27ePwsJCAIYMGXLSc4YOHVp7zubNm2vf37BhAwCXX345DsfJWyMMGzYMiO49dsL5zCkizU9VVRVPPfUUixcvJhQKEfIkUnXRDALt+2j1oLRIgXYXEbHqPgATsdwE2l1kUyKRhhOOTabqoqvwt+0FRPv9z58/n+3bt9ucTERERKRp69KlCw899BAAWcUu/rJP2280FwcrLF7eGQfAwIEDmTt3rs2JRETkXLS4IuHtt9/OokWLuP322095zKZNmwBo3z66j8zevXsBMAyD9PT0k56TlJREYmIiAHv27Kl9/8TrjIyMU87XtWtXAHbv3l373vnMKSLNy8GDB7nvvvv46KOPAAgkd6fq4isJe9WCQ1qusLc11Rljav93oHU6Vb2mEPa2ti2TSIOyHNSkDaO6+zgippNjx47xwAMPsHTpUruTiYiIiDRp48aN49prrwXgrQNeNhU6bU4kZ1IdNFi0LR5/2KBdu3Y8/vjj2odQRKSZanFFwjPJy8urvVkzevRoAAoKCoBoUc7tdp/y3LZt29Y5/suvT+wneLrziouLCQQC5z2niDQfGzZs4O6772b//v1EDANf2lB86SPB1Kbs0vKFYxJqX9d0HqgCoVwQgkldqboo2n40EAjw3HPP8dxzzxEMBu2OJiIiItJk3XPPPVxyySUA/HJHHPlVF9wty2YjEoFf7ojlaJWF0+nk+9//fu0iBxERaX4uqLvUNTU1fPvb38bn8+F2u7njjjuAL9qOxsScvqWBx+MBoLKysva9E69Pd+6J804cn5iYeF5zfh2hUIhdu3ad07kicn42btzISy+9RDgcJuyMwddtLKH49nbHEhGRBhaOibaU9uxbibMkl6VLl3Lw4EHuuuuuU7anFxEREbnQ3XLLLTzzzDOUlZWx6LN4vjuwFLcWpzU5y3I9bCyMLni4/vrrMQxD9x5FRJqwUCh02tXeF8xjOX6/nwULFrB161YAHn/8cTp27AhQ+2S303n6dgYul6vO8Wd77onzIPp/yPnOKSJN38cff8ySJUsIh8OEYlpTddFVKhCKiFxILBe+7ldQ06EfEN2ncPHixbVdJURERESkroSEBObPn49pmuRVOnh5ZxyRiN2p5Mu2FTn5014vAMOGDWPkyJE2JxIRkfN1QTzKXFlZyf3338/atWuB6L6F119/fe34idV6Z7pp4/f7gbqFPY/HQ3V19WnPPXHel889nzm/Dsuy6Nmz5zmdKyLn5t133+WVV14hEokQ8rahquckcJy6rbCIiLRQhoG/8wCwHLgPbuSzzz7j//7v/3j66afrdJoQERERkaiePXvi8/l44YUXWJ/vJj0+yJQuPrtjCVBYbfKzbXFEMMjMzOR73/veabdQEhGRpmHLli2nHW/xKwkLCgqYM2dObYHw1ltv5ZFHHqlzTGxsLAA+3+l/dJwYj4uL+1rnnhgzDAOv13vec4pI07Vu3Tp++MMfRguEsSlU9ZysAqGIyAXO36EfvtRBAHzyySc888wzRPRYvIiIiMhJXXPNNUyYMAGAP+71sr3ogljj0KTVhOCnn8VTGTRJSEjgqaeeUoFQRKSFaNFFwj179nDDDTewfft2ABYsWMCjjz76leM6dOgAQHFx8WlX9uXn5wPQtm3b2vfat4+2DywoKDjjecnJybX70JzPnCLSNBUVFfHss89+qUA4CRyuM58oIiItXqB9H3ypgwFYvXo1S5cutTmRiIiISNNkGAYPPvgg3bt3Jxwx+FlWPMeqW/QtzCYtEoFf7Ywjt8KBaZo8+eSTtfdDRUSk+Wux37Bbtmzhpptu4vDhw1iWxfe//33uv//+kx7brVs3AMLhMLm5uSc9pri4mNLSUgC6d+9e+/6J1zk5OafMcuDAgTrznO+cItL0RCIRfvjDH1JSUkLEclHdbSxYKhCKiMgXAu0uItA6HYCf/exn5OXl2ZxIREREpGnyeDw8/fTTtGrVivKAyaJt8fhDdqe6ML130MPa/OiqwXvvvZdLL73U5kQiIlKfWmSRcOfOncyfP5/S0lLcbjeLFi1i9uzZpzw+NTWVTp06AbB+/fqTHrNu3Tog+iOlb9++te8PGhRtHfXpp58SCp3818qJVqcnjj3fOUWk6Xn77bdr/132pQ0j4laLYBER+TeGgS9tGGFXLD6fj2eeeeaUvx9FRERELnQdOnTgu9/9LqZpklPu4Fe7YlHH9sa1o9jBH/ZEt04aP3481157rc2JRESkvrW4ImFlZSULFiygtLQUj8fDL3/5S8aPH3/G86ZMmQLAb37zm6/sExgIBHjppZcAmDlzZp2e2+PHj8ftdlNYWMhf/vKXr3zu+++/z759+3A6nV/5Ij3XOUWk6Xn99dcBCLTOIJicYXMaERFpshxufOmjANi1axdZWVk2BxIRERFpugYOHMj8+fMBWHPUwweHPDYnunAc85m8sC2ecMSgW7duPPjggxiGYXcsERGpZy2uSLh48eLa9p3f+973GDJkyFmdd+edd5KQkEBOTg733HNPbfun/Px8Fi5cSFZWFl6vl3nz5tU5LyEhgTvvvBOAp59+mjfeeINgMEg4HObdd9/lP//zPwG4/vrrv9Kv+1znFJGm5cCBA7X//vrb97E5jYiINHWhVh0IeVsD0f0JRUREROTUbrjhBsaOHQvA73d72VnssDlRy+cPwaLP4ikPmLRq1YpnnnmGmJgYu2OJiEgDMCKRlrNQ3+/3M3ToUCoqKjAMg+Tk5DOes2bNmjqv7733XmpqagCifc/Ly4lEIjidTn7+858zatSok857//33s2LFCgDcbjemaVJdXQ3AkCFDWLJkCS7XV/cnO9c5z8aWLVsA6N+//zmdLyJn53e/+x1Lliwh7Iylst/1oCfrRAAwasqJ2xpdZVvR9zoi7nibE4k0Ha5Dm3Ef3kyHDh34/e9/r6eyRURERE6jurqa++67j3379tHKGeapy0tp7QnbHeuMCqtNHlyXBMCPhhaTEtP0M0ci8NKOWFYd9WCaJj/84Q8ZOHCg3bFEROQcnalO1KJWEmZnZ1NRUQFAJBLh2LFjZ/zny4YPH85bb73FzJkzadeuHdXV1SQlJTFp0iT+9Kc/nbJY53K5WLx4MU8++SR9+/bFsixCoRA9e/bkO9/5zikLhOczp4g0HZs3bwYgmJiqAqGIiJyVYGIXAI4cOcLRo0dtTiMiIiLStMXExPD0008TFxdHWcBk0WfxBJp+va1Z+schN6uORtu63nXXXSoQioi0cC1qfX6fPn3YtWvXeX1G165d+cEPfvC1zzNNkxtvvJEbb7yx0eYUkabB6/V+/kpXKCIicpYiX3xnxMXF2RhEREREpHno1KkTTzzxBI888gj7yh38NjuW23tV2h2rRdld6uB3u2MBGDNmDLNnz7Y5kYiINLQWtZJQRMQOnTp1AsD0lducREREmguzJvqdERcXR3y8WvGKiIiInI3Bgwdz++23A/DRYQ+rjrhtTtRylPkNXtgWRyhikJaWxkMPPaSW+CIiFwAVCUVEzlPHjh0BMH0ldVaGiIiInIpZXQR88R0iIiIiImdnzpw5DB06FIBf74olp9yyOVHzFwrDz7bFU1xj4fV6eeqpp77UNUlERFoyFQlFRM5Tnz59MAwDM1CNMz/L7jgiItLEGf5KXPnbAejXr5/NaURERESaF9M0efTRR+nYsSOBsMH/+yyeyoBWvJ2PN/Z52VHiBODhhx8mLS3N5kQiItJYVCQUETlP6enpXHXVVQC4D23GqKmwOZGIiDTywIz3AAAgAElEQVRl7gPrMcJBkpKSmDt3rt1xRERERJqd+Ph4nnrqKVwuF4U+i8Xb4whH7E7VPH1a6OKd3BgAZs+ezejRo21OJCIijUlFQhGRejBv3jySk5MxwkE8OWsgHLI7koiINEGO43txlhwA4P7779d+hCIiIiLnqHv37jz44IMA/Ou4i2W5HpsTNT8F1SYv7YgFoH///sybN8/mRCIi0thUJBQRqQdxcXEsWLAAAEfZIWJ2L4eQ3+ZUIiLSlDgLduLZtxKAyy+/nHHjxtmcSERERKR5mzRpEtOmTQOiLTOzSxw2J2o+gmH4+bZ4qoImSUlJPPHEEzgc+vsTEbnQqEgoIlJPxowZwx133AGAo+ww3h3LMPxVNqcSERHbRSK4Dm7Ec2AtBhEyMzN59NFHMQztnSMiIiJyvhYsWEB6ejrhiMHPs+Io1/6EZ+WPe73sK3dgGAaPP/44ycnJdkcSEREbqEgoIlKP5s6dy8MPP4xlWVjVRXh3vI1ZVWR3LBERsUs4iGf/KtxH/gXAkCFD+MlPfkJSUpLNwURERERaBo/Hw5NPPonH46GoxuKlHXFEtD/haW0sdPJeXnQfwltuuYUBAwbYnEhEROyiIqGISD2bMmUK//M//0NMTAymvxLv9rdwHfwUQkG7o4mISCOySg8Su+2vOI/vAWD69Ok888wzeL1em5OJiIiItCxpaWl861vfAmDzMRd/z9P+hKdyzGeyZEccAP369ePWW2+1OZGIiNhJRUIRkQYwaNAgFi1aRMeOHTEiYdxHthKb9Reskjy7o4mISAMz/FV49nyEN/t9zJpyLMvirrvu4sEHH9Q+LyIiIiINZNKkSUyePBmA1/d6ya2wbE7U9IQj8MvtcVQFTRITE3niiSewLP09iYhcyFQkFBFpID169OBXv/oVc+fOxeFwYNZU4N29HM+eDzH8lXbHExGR+hYJ48zPIvazP+Ms3g9En85++eWXufnmm7UHoYiIiEgD++Y3v0mnTp0IRgwWZ8XhD9mdqGl5N9fDzhInAA8//DBt2rSxOZGIiNhNRUIRkQbkdru54447eOWVV7jssssAcBbnEPvZn3HnbsDwV9mcUEREzlskjOPYHrzb3sSTuwEjHCAhIYFHHnmEn/zkJ3Tt2tXuhCIiIiIXBK/Xy2OPPYZpmhysdPD6PrV5P+FAucUbn/99zJgxg6FDh9qcSEREmgIVCUVEGkGXLl340Y9+xGOPPUZSUhJGOIgrP4vYrX/CnbMGo6bc7ogiIvJ1hUM4C3YS+9kbxOxfieUrAaJ7D7766qtMnjxZqwdFREREGtlFF13E3LlzAXgvL4asIrV794dg8fY4QhGDzp07841vfMPuSCIi0kToW1JEpJEYhsGECRMYNmwYf/vb33j99dcpLi7GVbgLZ2E2weQM/B36EY5JtDuqiIicTiiAs3AXrqPbMAPRFeGGYTBmzBjmzJlDt27dbA4oIiIicmGbM2cOGzZsYMeOHfxyRxz/PaiUWGfE7li2eX2fl0OVDkzT5LHHHiMmJsbuSCIi0kSoSCgi0shiY2O56aabmDVrFsuWLeO1116jsLAQ5/G9OI7vJZiYRqBtL0KtOoJWoIiINBlGTQXOY9k4C3ZiBn0AWJbFxIkTuemmm0hNTbU5oYiIiIgAOBwOHnvsMebNm0exz8dre7zM611pdyxbZJc4eD/PA8Ctt95K7969bU4kIiJNiYqEIiI28Xg8zJo1ixkzZvD+++/z+9//nkOHDuEsOYCz5ABhdyv8KT0JtulOxKmn/EREbBEJY5UexFWwC6v0IAbRJ9BdLhfTpk1j9uzZtGvXzuaQIiIiIvLvOnfuzPz581m0aBErj3gY0s5Pn9YBu2M1Kn8IXt4ZRwSDHj16cPPNN9sdSUREmhgVCUVEbOZ0Opk2bRqTJ09mxYoVvPnmm2zduhWzpgzPwU+IHNpIMCmNQEovQvHttbpQRKQRGP5KnIXZOAuzMQNfPHXeunVrpk6dysyZM0lOTrYxoYiIiIicydVXX81HH33EZ599xis7Y/nvQSV4LqC7oX/LieFIlYVlWTz00EM4HBfQH15ERM6KvhlERJoIy7IYN24c48aNY//+/SxdupT33nuPiooKnEX7cRbtJ+RJIJDSk2ByN60uFBGpb+EwVtkhnIW7cJTk1a4aBBg4cCBXXnklw4YN080VERERkWbCNE2+853vcOedd3LMB2/s8zIns8ruWI0ip9zindzofYMbb7yRHj162JxIRESaIt3hEBFpgtLT01mwYAF33XUX//znP3n77bfJysrC8pVi5X1MJO8TQq06EkjuRjApDSyn3ZFFRJqnSASz8vN9YYv21+41CJCUlMTkyZOZPn06nTp1sjGkiIiIiJyrLl26cNttt7FkyRKWH/QwuJ2fHglBu2M1qFAYXt4RRzhi0KVLF2655Ra7I4mISBOlIqGISBPm8XiYPHkykydPZt++fbz11lt88MEHVFRU4Cg7hKPsEJEDFsHELgSSuxFq1RlM0+7YIiJNnlldguP4XpxF+zBrymvfNwyDSy+9lBkzZjBixAicTj2EISIiItLc3XDDDaxYsYLs7Gz+b1cs3x9YitWCL53/ccjDgQoHhmHw0EMP4Xa77Y4kIiJNlIqEIiLNREZGBgsXLuQb3/gGGzZsYPny5axbt45AIFDbjjTscBNMSieY3I1QXFvtXygi8iWGvwpH0T6cx/diVR2vM9atWzcmTJjAuHHjaNu2rU0JRURERKQhOBwOvv3tb3PvvfeSW+HgH4c8TEz1nfnEZqikxuDP+6JtRqdPn06fPn1sTiQiIk2ZioQiIs2My+Vi5MiRjBw5koqKClauXMkHH3zA5s2bMYM1uAp34ircSdgVSzCpK8GkrioYisgFy/BX4ijOwVF8AKv8KF/+L2G7du0YP34848ePJz093baMIiIiItLwevXqxfTp03n77bf5y/4YBrerIcEVOfOJzcwf93qpDpm0atWKefPm2R1HRESaOBUJRUSasbi4OKZOncrUqVMpLCzkww8/5IMPPmD37t2Y/kpc+Vm48rMIO2O+KBjGtwOjBfdVEZELnlFTjqM4B2dRDlZlYZ2xVq1aMWbMGMaPH0+fPn0w1aJZRERE5IIxb948VqxYQVlZGX/c42X+RZV2R6pXu0ocrDnqAWD+/PkkJCTYnEhERJo6FQlFRFqIlJQUbrjhBm644QYOHDjAihUrWLlyJXv27MEMVOMq2IGrYAdhh4dgUheCSemE4jtoD0MRaREMXynOohwcxTlfaSXaqlUrRowYwahRoxgwYID2GRQRERG5QCUkJDBv3jyef/55Vh/1MKZjDZmJQbtj1YtQGH6THQtEV01OnTrV5kQiItIcqEgoItICpaWlMXfuXObOncvBgwdZuXIlK1euZOfOnZhBH67CbFyF2UQsF8HELgST0gi26giWbpyLSDMRiWBWFeEoORBtJVpdXGc4KSmJESNGMHr0aPr374/DoZ+9IiIiIgLTpk3jnXfeYdeuXfx+j5fvDShrEbtzrDziJq/CgWEYLFy4UB0zRETkrOhuiYhIC9e5c2duuukmbrrpJo4ePcqqVatYsWIF27Ztwwj5cR7fg/P4HiKGRSihI8HENIKJqUScMXZHFxGpKxzGKj+CoyQXR0kupr9ue6g2bdowatQoRo0axSWXXIJlWTYFFREREZGmyrIs7rvvPr75zW+yr8zJhgIXQ9r57Y51XnxB+Mt+LwATJ06kV69eNicSEZHmQkVCEZELSPv27bnuuuu47rrrKCwsZNWqVaxevZp//etfhEIhHCV5OEryiADhuLYEEtMIJnUh4tE+BiJik5AfR+lBHMW5OEoPYoTq3sDp2LFj7YrB3r1764lpERERETmjvn37MmrUKFauXMmf9noZkOLH2Yx/Ri7LjaHUb+JyubjzzjvtjiMiIs2IioQiIheolJQUZs2axaxZsygvL2f9+vWsWbOGDRs2UF1djVVRgFVRAAc/IeRJiLYlTexCOC4FjGZ89SQiTZ7hr4yuFizOxSo/ghEJ1xnv3bs3w4cPZ/jw4XTt2hWjJfSHEhEREZFGNX/+fNasWcMxH3xw0MOULj67I52T4hqDZbnRTkDXX389bdu2tTmRiIg0JyoSiogI8fHxTJgwgQkTJuD3+9m8eTNr1qxh7dq1HDt2DMtXinX0M9xHPyPs8BBK6BwtGiZ00j6GInL+IhHMymM4SqOrma2q43WGnU4nl112GcOHD2fYsGG0adPGpqAiIiIi0lJ07tyZq666ir/85S/8LSeGkR1qiHNG7I71tf1lnxd/2CAxMZEbb7zR7jgiItLMqEgoIiJ1uFwuBg8ezODBg1m4cCHZ2dmsXr2a1atXk5OTgxn0YdbuY2gSim//+SrDVCLueLvji0hzEQrgKDuMVZKHozQPM1BdZzguLo4hQ4YwYsQIBg0ahNfrtSmoiIiIiLRUc+fO5b333qOyspJ3cz1c1636zCc1IUeqTFYddQNw6623Ehsba3MiERFpblQkFBGRUzJNk169etGrVy/mzZvH4cOHWbduHevWrWPLli0Eg0EcZYdxlB2G3PWEYpIIJqQSTExVW1IR+YpoG9E8HCW5WGVHMCKhOuOpqakMHTqUYcOG0adPHxwO/VQVERERkYaTmJjI9ddfz69+9Svey4thUqqPVq7ms5rwzf1ewhGD9u3bM336dLvjiIhIM6Q7LyIictY6duzINddcwzXXXENlZSWffPIJ69atY/369ZSWlmJVF2NVF+M+uvVLbUlTCbbqBA6X3fFFpLFFIpiVhdHCYGkeVlVRnWHTNOnbty/Dhg1j6NChpKam2hRURERERC5U1157LX/+858pKytj6YEYbupRZXeks3KwwmJ9fvQ6+9Zbb8Xp1FYgIiLy9alIKCIi5yQ2NpYxY8YwZswYQqEQO3bsYO3ataxdu/YkbUkNQnHtowXDxFQingS744tIQwn5cZQejhYFS/Iwg746w/Hx8QwePJihQ4cyaNAg4uPVplhERERE7BMbG8sNN9zAkiVL+MchD1O6VJPkbvqrCf+6P4YIBp07d2bChAl2xxERkWZKRUIRETlvlmXRp08f+vTpw/z58zly5EidtqSBQABH+REc5Ucg72PCnla1bUlDce3AtOz+I4jIeTB8ZZ+vFszFKs/HiITrjKelpTF06FCGDBmiNqIiIiIi0uTMmjWLN954g+LiYt4+EMPczKa9mjC33OKTwuhehLfddpt+X4uIyDnTN4iIiNS7Dh06MGvWLGbNmkVVVRUbN26sbUtaVFSE6SvD5cvClZ9FxHISbNUpWjBMSCXi9NgdX0TOJBzGqsjHUZKHVZqH5SutM+xwOOjfv39tYbBTp042BRURERERObOYmBhuuukmfvazn7HisIcr06pJbMKrCd86EANA165dGTt2rM1pRESkOVORUEREGpTX62XkyJGMHDmScDjM7t27a1cZ7tq1CyMUwFmcg7M4hwgQjmv7+SrDLoRjEsEw7P4jiAhAsAZH6UEcJbk4Sg9hhPx1hpOSkhg6dChDhw5lwIABeL1em4KKiIiIiHx906dP57e//S2lpaW8lxfDDd2b5mrCI5UmnxRE9yK8+eabsSx15hERkXOnIqGIiDQa0zTp2bMnPXv25LbbbuP48eOsX7+etWvXsnHjRnw+H1ZFAVZFAe5DGwm74mr3MQzFtwdTX1sijSYSwfSV4ijJxSrJw6oowKDu09SZmZkMGTKEYcOGkZmZiWmaNoUVERERETk/MTExXHvttbz88sv845CH6WnVxDqb3mrCpbnRvQg7duyoVYQiInLedLdVRERsk5yczLRp05g2bRo1NTVs2bKldpVhfn4+pr8CV8EOXAU7iJgOgq06EkzsQigxlYgzxu74Ii1POIRVfhRHaR6OkjzMmvI6w263mwEDBtS2EU1JSbEpqIiIiIhI/bv66qt57bXXqKqqYvlBD1enV9sdqY5jPpO1R6N7Ed54443ai1BERM6bvklERKRJcLvdDB48mMGDB/PAAw+wf//+2oJhVlYWhIM4S3JxluRG25LGphBM7KK2pCLn60Qb0eJcHGUHMUKBOsMpKSm1bUQvu+wy3G63TUFFRERERBpWfHw8V199Nb///e95L8/D5NRqPE3o7um7uR5CEYPk5GQmTZpkdxwREWkBmtDXnIiISJRhGGRkZJCRkcHNN99MSUkJGzZsYN26dXz88cdUVVVhVRZiVRZ+qS1pF4JJXQjFtQe1PBQ5LcNXiqMkL9pKtDz/K21Ee/fuXVsY7N69O4aK8CIiIiJygbj22mt54403qPT7WXXUw4TOPrsjAVARMFhx2APA9ddfj8vlsjmRiIi0BCoSiohIk5eYmMikSZOYNGkSgUCAf/3rX6xdu5Y1a9Z8qS3pdlwF24lYLoIJnaJFw4TO4NCqJxEiYayKQqyS3Ghh0FdaZ9jtdjNw4ECGDRvGkCFDSE5OtimoiIiIiIi9WrduzcSJE1m6dCnv53m4opMPswk8M/fPw278YQOv18v06dPtjiMiIi2EioQiItKsOJ1OBg4cyMCBA1mwYAH79+9nzZo1rF27lh07dmCE/DiL9uMs2k8Eg1B8e4JJXQgmphFxx9kdX6TxhINYpYdxlhzAKsnDDNZ9Arp169YMGzaMYcOGMWDAALURFRERERH53LXXXsvSpUvJr7bYfMzJgJTAmU9qQMEwLM+LAWD69OnExsbamkdERFoOFQlFRKTZ+nJb0ltuuYXjx4+zbt061q5dy6efforf78dRfgRH+RHI3UDIm/x5W9I0wjFJ2sdQWp6gL9pGtDgXR9khjHCwznC3bt0YNmwYw4cPJzMzE1OteUVEREREvqJr164MHjyYDRs28F5ejO1Fwo8LXBT7TUzTZObMmbZmERGRlkVFQhERaTGSk5OZPn0606dPx+fzsXHjRtasWcOaNWsoLS3FqjqOVXUc9+HNhN1xBBPTCCalEYprC4aKJdI8GTUVOEoO4CjOxSo/Wmd/QdM06d+/PyNGjGDo0KF06NDBxqQiIiIiIs3Hddddx4YNG9hZ4mR/mUV6q5AtOSIR+PvnqwhHjRql3/QiIlKvVCQUEZEWyePxMHz4cIYPH04oFCIrK4vVq1ezatUqjhw5gllTgSs/C1d+FmGHm1BiFwJJaYRadQRTX4/ShEUimNUlOIpzcJQcwKoqqjPs8XgYNGgQI0aMYMiQIbRq1cqmoCIiIiIizdeAAQPIyMhg3759fHDIw12tKm3JsafMQU559Br12muvtSWDiIi0XLoLKiIiLZ5lWfTt25e+ffty7733sn//flavXs3q1avJzs7GDNZgHtuN89huIqaTYGJngkldCSZ0Bstpd3yRaGGw6jiO4hycxTmYvrI6wwkJCQwfPpwRI0Zof0ERERERkXpgGAZXXXUVP/7xj1mf7+bG7lXEOSNnPrGefXjIA0BmZiYXX3xxo88vIiItm4qEIiJyQfnyPoZz587l6NGjrF27lpUrV7J161bC4QDOov04i/YTMS2CCZ8XDBNTwXLZHV8uJJEIZmUhzqIcHMU5mP6KOsPt2rVj1KhRjBw5kosvvhjLsmwKKiIiIiLSMk2YMIEXX3yRqqoqVh9xM7mLr1HnL/cbbMiPXodeeeWVGIbRqPOLiEjLpyKhiIhc0Nq3b8+sWbOYNWsWxcXFrFmzhhUrVrBp0yZCoRDO4gM4iw8QMUxCrToRSIruY4hDK7WkAUTCWOX50VaixQcwA1V1hlNTUxk9ejQjR44kMzNTNwlERERERBqQ1+tl4sSJvPnmm/zjkIeJqT7MRvwJvvKIm2DEIDY2liuuuKLxJhYRkQuGioQiIiKfS0pKYvr06UyfPp3y8vLaFYYff/wxgUAAR2kejtI8IgfWRAuGrdMJJqaBQysM5TxEIlgV+TiK9kdXDAaq6wxnZGQwatQoRo8eTdeuXVUYFBERERFpRFdddRVvvvkm+dUW24ud9GkdaJR5wxH46PNWo5MnTyYmJqZR5hURkQuLioQiIiInER8fz6RJk5g0aRJVVVWsX7+elStXsn79enw+H47SgzhKDxIx1kRbkrZOJ5jYRXsYytmJRDArj+Es2oejKAczUFlnuGfPnrWFwc6dO9sUUkRERERE0tPT6du3L1u3buWfh92NViTcUeygwBfdUuDKK69slDlFROTCoyKhiIjIGXi9XsaNG8e4cePw+XysX7+eDz/8kPXr1+P3+3GW5OIsyf18D8PUzwuGqWDqa1a+JBLBrCrCUbQPZ/F+zJq6ewz26NGDsWPHMnbsWDp06GBTSBERERER+XdTp05l69atbCp0UREwiHNGGnzOlUeiqwj79OlDWlpag88nIiIXJt29FBER+Ro8Hg9jxoxhzJgxVFVVsXbtWj766KPalqTO4hycxTlETAfBpDQCyd0JteoAhml3dLGJ4SvDWbQP5/E9mL6yOmPp6em1hcHU1FSbEoqIiIiIyOmMHj2an/70p1RXV7Mu382Ezr4Gna8yYPBpYXRbiylTpjToXCIicmFTkVBEROQceb1exo8fz/jx4ykvL2fNmjV89NFHfPrpp4RCQZzH9+I8vpewM4Zg6wwCyd0Je1uD9pRr+YI+nEX7cR7fi1VRUGcoNTWVcePGMXbsWLp27WpPPhEREREROWsxMTGMHTuWZcuWsepIwxcJNxS4CIQNPB4PY8eObdC5RETkwqYioYiISD2Ij49n8uTJTJ48mdLSUlauXMny5cvZunUrZqAaV34WrvwsQp5EgsndCCR3I+KOszu21KdwEEdJHo7je3GUHsSIhGuH2rRpw/jx47niiivo3r07hgrFIiIiIiLNytSpU1m2bBk55Q5yyy26xIcabK6VR9xAdAWj1+ttsHlERERUJBQREalnCQkJzJgxgxkzZnDkyBE++OAD3n//ffLy8rB8JViHNuI+tJFgfHsCyd0Jtk4Hy2l3bDkXkQhWRQGOY7txFudghPy1QzExMYwePZoJEybQv39/LMuyMaiIiIiIiJyPiy++mNTUVPLy8liT76ZLfFWDzHO0ymRfWfT6cPLkyQ0yh4iIyAkqEoqIiDSgDh06cMsttzBnzhx27drF8uXL+fDDDykuLsZRfhRH+VEiuesJtM4gkJJJODZF7UibASNQjePYHpzHsrF8pbXvm6bJoEGDmDBhAsOHD8fj8diYUkRERERE6othGFxxxRX8+te/ZkO+ixu6VWE2wKXb+vzoKsKUlBT69etX/xOIiIh8iYqEIiIijcAwDHr16kWvXr2499572bhxI++//z4rV64kEAjgOpaN61g2IU8igZQeBJO7E3HG2B1bviwSxio9iLMwG0dpHkYkUjuUmZnJ5MmTGTt2LElJSTaGFBERERGRhnKiSFhUY7G71EHPxGC9fn4kAuvyXQCMHTsW0zTr9fNFRET+nYqEIiIijczhcDB48GAGDx5MeXk5y5cvZ9myZezZsyfajjTvEyIHPyWY2IVAm0xCCZ3A0MWhXQxfGc5j2TiP7cEMfNFSKD4+nvHjxzN16lR69OhhY0IREREREWkMqampZGZmkp2dzbp8d70XCXMrLI5URW/Xjh8/vl4/W0RE5GRUJBQREbFRfHw8s2bNYtasWezevZt33nmHDz74gIqKCpzFB3AWHyDsiiPQthf+lExwqH1lo/h81aCrYAeO0kN1hi677DKmTZvGiBEjcLvdNgUUERERERE7jBs3juzsbD4pcDGnRyWOenye80Sr0dTUVD2IKCIijUJFQhERkSaiR48eLFy4kHvvvZdVq1axbNkyNm3ahOmvwH3wU1yHNhNMzsDftjfh2DZ2x22ZgjU4C7NxFe7ArKmofTslJYUpU6YwZcoUOnToYGNAERERERGx07hx41i8eDHlAZPsEgcXta6f1YSRCHxS4Kqdw9Be9SIi0ghUJBQREWli3G4348ePZ/z48eTl5fG3v/2Nd999l8rKSpzHduM8tptQbAr+tr0Jtk4H07I78klFnLGE3fG1r5sys/I4zoLtOI/vw4iEat8fOHAgM2fOZMiQIVhW0/x7FhERERGRxtO2bVt69erFzp07+fSY67RFwiR3mLYxodrXp3Ow0qLAF73mGDlyZP0FFhEROQ0VCUVERJqw1NRU7r//fu644w4++OAD3nzzTfbt24dVWUjM/kLCeR8TaNsbf7veTa8VqWlS2eea2tdNTiSCoyQX59HPcFQU1L7t9XqZMmUKV111FV26dLExoIiIiIiINEUjR45k586dbCp0cUuPKk616M9hwg8Gl9S+Pp2NhdFVhO3bt6dbt271GVdEROSUVCQUERFpBrxeL1deeSUzZsxg69at/PWvf2XlypUQ9OE+vBnX0c8IpGTib9eHiDvO7rhfaIrFwXAIx/G9uI5uw/KV1L7dtWtXZs6cyYQJE/B6vTYGFBERERGRpmzEiBEsWbKEohqL/eUWGa1Cpzz2bPcsPFEkHDlypFqNiohIo1GRUEREpBkxDIN+/frRr18/CgsL+etf/8rf/vY3KisrceVvx1mwg2DrDPzt+xL2Jtkdt2kJBXAW7sR1NAszUFX79qBBg5g9ezaXXnqpLsZFREREROSM0tLSSE1NJS8vj42FLjJaVZ/X5x2rNjlQEb1NO2LEiPqIKCIiclZUJBQREWmmUlJSmD9/PjfffDNvv/02r7/+OsePH8d5fC/O43sJJqRS07Ef4bi2dke1V7AG19FtuAp2YIT8AJimybhx45g9ezbdu3e3OaCIiIiIiDQ3I0aM4LXXXuNfx11c1+38ioRbjjsBaNWqFX369KmPeCIiImdFRUIREZFmLjY2ltmzZzNr1izef/99/vjHP5KXl4ejNPpPMDGVmk4DCHtb2x21cYUCuPKzcB39DCMUAMDtdjN16lSuv/56OnToYHNAERERERFprgYPHsxrr71GboWD4hqDJHfknD/rs6Joq9FBgwZhWcTs5x0AABnkSURBVFZ9RRQRETkjFQlFRERaCJfLxfTp05kyZQpr1qzht7/9LdnZ2ThK8rBK8gi2zqCm06VEPAl2R21Y4SDOgp24jmzFDPqAaCH1mmuuYdasWSQmJtocUEREREREmrs+ffrg9XqpqqpiW5GLkR1qzulzAmHYXhxdSTho0KD6jCgiInJGKhKKiIi0MJZlMWrUKEaOHMnKlSt5+eWXyc3NxVm0D0fRfgJteuDv2J+IO87uqPUrHMZ5LBvX4S21ew663W5mzZrFjTfeSKtWrWwOKCIiIiIiLYXD4WDAgAGsWrWKfx13nnORMLvEQU0oujf65ZdfXp8RRUREzkhFQhERkRbKMAxGjx7NiBEjWL58Ob/+9a85evQormPZOI/vxd+hL/4Ol4DZ/H8OWGWHcR9Yj+UrAaIX7DNmzGDOnDkkJyfbnE5ERERERFqiQYMGsWrVKrYVOQmFwTK//mds/bzVaGZmJklJSfWcUERE5PSa/11BEREROS3Lspg8eTJXXHEF77zzDr/5zW8oKirCfXgzzuN78HUZQigx1e6Y58TwV+LO+xhn0X4ATNNk4sSJ3HrrrdpzUEREREREGtSJlX9VQZMDFRYZrUJf+zOyitRqVERE7KMioYiIyAXC6XRy9dVXM3HiRF599VX+9Kc/QU053t3LCSR2oabLYCLueLtjnp1wGGd+Fu7DmzHCQSC6J8gDDzxAjx49bA4nIiIiIiIXgvbt29OhQweOHDnCjmLn1y4SVgQM8iosAC699NKGiCgiInJaKhI2AcuWLeN3v/sdO3bsIBwO07lzZ6ZOncodd9yBx+OxO56IiLQwXq+Xu+++m8mTJ/PTn/6UTZs24SzJxVF6CH+nS/G37wPGOfTJaSRmRSGe/atqW4smJiZyzz33MHHiREyz6eYWEREREZGW59JLL+XIkSPsLHEyLc33tc7dVeIggoHD4eDiiy9uoIQiIiKnpjtpNnv22Wf51re+xaefforf78cwDHbv3s1Pf/pTrrvuOkpKSuyOKCIiLVRaWho/+tGPePLJJ2nTpg1GJIT74KfE7HwXo6bc7nhfFQnjOrwF746lWL4STNNk5syZvPrqq0yePFkFQhERERERaXT9+/cHogW/UPjrnbujONpq9KKLLtJCARERsYXuptnorbfe4pVXXsGyLJ544gk2bdrE5s2befnll0lJSSE7O5tHHnnE7pgiItKCGYbBmDFj+M1vfsPVV18NgKMin9htb+I4tgciEZsTRhm+Mrw7luE+tAmDCF27dmXx4sU88MADxMc3kxapIiIiIiLS4pwoEvpCJjkVX69p284SZ53PEBERaWwqEtokFArxwgsvAHDXXXcxZ84cXC4XACNGjOAXv/gFhmHw0UcfsWnTJjujiojIBcDr9bJw4UJ+8IMfkJSUhBEOELN/JZ69/4Rgja3ZHMd2E5v1JlZlAQDXXHMNL774IpmZmbbmEhERERERadu2LR07dgQgu+Tsi4RVwS/2I+zXr1+DZBMRETkTFQltsnbtWg4cOIBpmtx6661fGb/kkksYMWIEAG+++WZjxxMRkQvUkCFD+NWvfsXw4cMBcBbvx7tjKYavrPHDRMK4D6wnZv8qjHCQNm3a8Nxzz7FgwQLcbnfj5xERERERETmJE/sJ7ik9+yLh3tLofoSmadK7d++GiiYiInJaKhLaZMOGDQD06tWL1q1bn/SYYcOGAbB69epGyyUiIpKYmMgzzzzDf/zHf+B0OrF8pcRufxur7EjjhQj6iclejqtgOwDDhw/n5ZdfZuDAgY2XQURERERE5Cx8USR0nvWODXvKogXF9PR0vF5vQ0UTERE5LRUJbbJnzx4AMjIyTnlM165dATh06BBVVVWNEUtERASI7lU4ffp0nn/+eRITEzFCNcRkv4ejMLvh564px7tjKY6yQwDcdNNNPP300yQkJDT43CIiIiIiIl/XiSJhsd/keM3Z3W49seqwT58+DZZLRETkTFQktElBQXRfpXbt2p3ymLZt29a+LiwsbPBMIiIi/+6SSy7hF7/4BV27dsWIhInJWY3r8L8abD6zuhjv9rexfCU4HA4efvhh5s+fj2nqJ4uIiIiIiDRN6enpeDwe4OxajoYjsPfzlYQnCowiIiJ2OPtG2VKvKisrAYiJiTnlMV8eq6ioOKd5QqEQu3btOqdzRURETli4cCFLliwhKysL96GNREyLQPv6feLV8JUSs+vvmEEfsbGx3HPPPWRkZOh7TEREREREmrwuXbqQnZ3NvjIHQ9r5T3tsfpVJVTD6IKTH49E1j4iINJhQKIRlWacc12P5NgkGgwA4nc5THuNyuWpfh0KhBs8kIiJyKjExMXzjG9/gkksuAcCT9zHO/O319vmGrwzvzncxA9V4vV6+9a1vkZmZWW+fLyIiIiIi0pDS0tIAyCk/85qM/Z8fExMTU6eTmIiISGPTSkKbnGhBEAgETnmM3//FU0enKyaejmVZ9OzZ85zOFRER+XfPPfccjz/+OJ988gme3PVELCfBNj3O6zMNfxXeXX/HDFTh9Xp5/vnn6dWrVz0lFhERERERaXhDhgxh+fLl5JRbhCNgGqc+9kSRsGfPnrr2ERGRBrVly5bTjmsloU1iY2MB8Pl8pzymurq69nVcXFyDZxIRETkTt9vN008/Tf/+/QHw5KzBrDiPfXPDYTx7P8T0V+DxeHj22Wd1kSwiIiIiIs3OiU4ovpBJfvXpb7meWG2o7ikiImI3FQlt0r59ewAKCgpOeUx+fj4AhmHQpk2bRsklIiJyJh6Ph//+7/8mNTUVIxImZu+HEDz1Qy+n4z74CY6K6Hfhd7/73dp2piIiIiIiIs1Jp06d8Hq9AOSUnbp5WzgCB8qje0Op+5eIiNhNRUKbdO/eHYCcnJxTHnPgwAEg+iMjJiamMWKJiIicFa/Xy1NPPYXH48H0VxKzbyVEIl/rMxxF+3HlZwEwZ84chg0b1hBRRUREREREGpxpmvToEd2KIbfi1EXCwmoTXyh6S/bE/UERERG7qEhok0GDBgGwfft2ysrKTnrM2rVr6xwrIiLSlKSnp/Pggw8C4Cg9iLNgx1mfawSq8eSsAeCyyy7j9ttvb5CMIiIiIiIijSU9PR2Ag5XWKY85MeZyuejcuXOj5BIRETkVFQltcvnll5OSkkIwGOSVV175yvi2bdtYvXo1ALNnz27seCIiImdlwoQJTJkyBQD3oU0YgeoznBHlPvgpRshPfHw8jz/+OJZ16ot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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 特征与目标之间的关系\n",
    "# 骑行年\n",
    "sn.violinplot(data=train[['yr','cnt']],x='yr', y='cnt')\n",
    "# plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   dayofyear  yr   cnt\n",
      "0          1   0   985\n",
      "1          2   0   801\n",
      "2          3   0  1349\n",
      "3          4   0  1562\n",
      "4          5   0  1600\n",
      "        dayofyear          yr          cnt\n",
      "count  731.000000  731.000000   731.000000\n",
      "mean   183.250342    0.500684  4504.348837\n",
      "std    105.583202    0.500342  1937.211452\n",
      "min      1.000000    0.000000    22.000000\n",
      "25%     92.000000    0.000000  3152.000000\n",
      "50%    183.000000    1.000000  4548.000000\n",
      "75%    274.500000    1.000000  5956.000000\n",
      "max    366.000000    1.000000  8714.000000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 467.812x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 一年中每天\n",
    "import datetime\n",
    "train['date'] = pd.to_datetime(train['dteday'])\n",
    "train['dayofyear']= train['date'].dt.dayofyear\n",
    "# print(train.head)\n",
    "# fig,ax = plt.subplots()\n",
    "to_data = train[[\"dayofyear\", \"yr\", \"cnt\"]]\n",
    "print(to_data.head())\n",
    "print(to_data.describe())\n",
    "# plt.figure(figsize=(10,3))\n",
    "sn.lmplot(x=\"dayofyear\",\n",
    "             y=\"cnt\",\n",
    "             data=to_data,\n",
    "             hue =\"yr\" \n",
    "          ,fit_reg=False\n",
    "             # hue_order =['0','1'],\n",
    "#              ax=ax\n",
    "            )\n",
    "# hue='yr',\n",
    "plt.title(\"daily distribution of counts\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x273e6e4cf28>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 季节\n",
    "sn.violinplot(data=train[['season','cnt']], x='season', y='cnt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Seasonly distribution of counts')]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, ax = plt.subplots()\n",
    "sn.barplot(data=train[['season', 'cnt']], x='season', y='cnt')\n",
    "ax.set(title=\"Seasonly distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, ax = plt.subplots()\n",
    "sn.barplot(data=train[['mnth', 'cnt']], x='mnth', y='cnt')\n",
    "ax.set(title=\"Monthly distribution of counts\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, ax = plt.subplots()\n",
    "sn.barplot(data=train[['weathersit', 'cnt']], x='weathersit', y='cnt')\n",
    "ax.set(title=\"weathersit distribution of counts\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2160x720 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 工作日节假日\n",
    "plt.clf()\n",
    "fig, (ax1, ax2) = plt.subplots(ncols=2)\n",
    "sn.barplot(data=train, x='holiday', y='cnt', ax=ax1)\n",
    "sn.barplot(data=train, x='workingday', y='cnt', ax=ax2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数值型特征与y的相关性\n",
    "corrMat = train[['temp', 'atemp', 'hum'\n",
    "                 ,'windspeed', 'casual','registered','cnt']].corr()\n",
    "mask = np.array(corrMat)\n",
    "mask[np.tril_indices_from(mask)] =False\n",
    "sn.heatmap(corrMat, mask=mask, vmax=.8, square=True, annot=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
